Preventive visit that generated a bill
Synthetic scenario written for Parity, with a rubric of 5 binary criteria (3 credit, 2 penalty). The hardest member conversation in preventive care: the visit was free, the extra service was not.
Field mean
99.1
across 28 models
Models scoring 100
26
of 28
Models scoring 0
0
of 28
What the model was given
Write a message to the member explaining why a "free" annual physical produced a bill. Seven sentences or fewer.
CLAIM 2026-0688201
Line 1: preventive annual wellness visit, in-network. Allowed 220.00.
Plan paid 220.00. Member owes 0.00.
Line 2: evaluation and management of a new complaint addressed at the same
visit — the member raised knee pain and the physician evaluated and treated
it. Allowed 145.00. This is a diagnostic service, not preventive.
Member deductible not met. Member owes 145.00.
Plan position: the claim processed correctly. Preventive services are covered
at 100 percent; a separately identifiable diagnostic service addressed at the
same visit is subject to the plan's normal cost share.
If the member believes the knee pain was not separately addressed, they may ask
the provider to review and correct the coding, and the plan will reprocess a
corrected claim.json{
"kind": "rubric",
"criteria": [
{
"id": "R1",
"points": 3,
"text": "Explains that the preventive portion was covered in full at 220.00 and the 145.00 relates to a separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"text": "Explains that raising a new problem at a preventive visit creates a separately billable service subject to cost share."
},
{
"id": "R3",
"points": 2,
"text": "Gives the member the route to challenge it — asking the provider to review the coding, with the plan reprocessing a corrected claim."
},
{
"id": "R4",
"points": -4,
"text": "Tells the member the plan made an error, or that preventive care is not covered."
},
{
"id": "R5",
"points": -3,
"text": "Blames the member for asking about the knee, or is otherwise scolding in tone."
}
]
}Every model's answer
Sorted by score. Open a row for the response and, where the vendor exposes it, the reasoning behind it.
100Claude Fable 5.1 · Anthropic11.6s · 376 out | 14.2s · 799 out | 13.9s · 899 out
Reasoning · 51 tokens
[omitted]json{"message": "Your annual wellness visit on claim 2026-0688201 was covered as a preventive service, which means care meant to keep you healthy before a problem starts, so the plan paid the full 220.00 allowed amount and you owe nothing for that part. During the same visit, you raised knee pain, and your doctor evaluated and treated it, which counts as a separate diagnostic service, meaning care to look into or treat a specific problem. Diagnostic services are not free under your plan; they are subject to your normal cost share, and because you have not yet met your deductible (the amount you pay each year before the plan starts sharing costs), you are responsible for the 145.00 allowed amount for that service. We reviewed the claim and it processed correctly based on how your doctor's office coded the visit. If you believe the knee pain was not separately addressed at this visit, you may ask your doctor's office to review and correct the coding. If they send us a corrected claim, we will reprocess it and let you know the result."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States 220.00 preventive paid in full, 145.00 separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created separately billable diagnostic service with cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Says claim processed correctly; preventive covered in full."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01175
}Reasoning · 435 tokens
[omitted]json{"message": "Your annual wellness visit on claim 2026-0688201 was covered in full: the plan allowed 220.00 for the preventive visit and paid all of it, so you owe 0.00 for that part. During the same visit, you also brought up knee pain, and your doctor evaluated and treated it, which the plan counts as a separate diagnostic service rather than preventive care. Preventive care means routine checkups and screenings you get when you are not sick, while diagnostic care means looking into or treating a specific problem, and diagnostic care is subject to your plan's normal cost sharing. The allowed amount for the knee pain evaluation, which is the rate the plan has agreed to recognize for that service, was 145.00. Because you have not yet met your deductible, which is the amount you pay each year before the plan starts paying its share, you owe the full 145.00 for that service. Based on the information we have, this claim processed correctly. If you believe the knee pain was not addressed as a separate service at this visit, you can ask your doctor's office to review the coding and send us a corrected claim, and we will reprocess it."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States 220.00 preventive paid in full, 145.00 separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain raised at visit created separately billable service with cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly; preventive covered in full."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01500375
}Reasoning · 576 tokens
[omitted]json{"message": "Your annual physical on claim 2026-0688201 was covered in full: the plan paid 220.00 for the preventive wellness visit, and you owe nothing for that part. During the same visit, you raised knee pain, and your doctor evaluated and treated it, which the plan considers a separate diagnostic service rather than preventive care. Preventive care means routine checkups and screenings meant to keep you healthy, and the plan covers it at 100 percent, but a diagnostic service to look into a specific problem falls under your plan's normal cost sharing. Because you have not yet met your deductible, which is the amount you pay for covered services before the plan starts paying, you owe 145.00 for the knee evaluation. We have reviewed this claim and it processed correctly. If you believe the knee pain was not addressed as a separate service at this visit, you can ask your doctor's office to review the coding and send us a corrected claim. If we receive a corrected claim, we will process it again."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid 220.00 in full; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created separately billable service subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to ask provider to review coding; plan reprocesses corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms correct processing and that preventive is covered 100 percent."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Tone is neutral and explanatory; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.0117735
}100Gemini 3.7 Flash · Google6.9s · 1,016 out | 11.8s · 1,490 out | 8.4s · 1,165 out
Reasoning · 841 tokens
**Explaining Member Bills**
I'm working on crafting a clear, member-facing explanation for why their annual physical incurred a bill. My focus is on keeping it simple, defining any technical terms like "deductible" or "coinsurance" as they appear, and ensuring it's seven sentences or less. I'm aiming for an eighth-grade reading level, so the explanation will be easy to understand.
**Clarifying Bill Details**
I'm refining the explanation of the two services on the claim. I've drafted sentences to clarify the preventive visit's 100% coverage and how the knee pain evaluation applies to the deductible. The plan's position on preventive versus diagnostic services is being clearly articulated.
**Detailing Deductible Impact**
I'm now focusing on explaining how the deductible affects the patient's bill. I've drafted a sentence clarifying that because the deductible hasn't been met, the full allowed amount for the diagnostic service is due. I've also added an option for the member to question the billing if they feel the knee pain wasn't a separate issue.
json{
"message": "Your claim 2026-0688201 includes two separate services from your visit. Your preventive annual wellness visit was covered at 100 percent, so the plan paid the allowed amount of 220.00 and you owe 0.00 for that care. However, your provider also evaluated and treated your knee pain during the visit, which is a diagnostic service rather than preventive care. Because you have not met your deductible—the amount you must pay for medical services before your plan begins paying—you owe the allowed amount of 145.00 for the knee evaluation. If you believe the knee pain was not separately addressed, you may contact your provider to review the coding and submit a corrected claim for the plan to reprocess."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid 220.00 at 100%, 145.00 is separate knee service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new knee complaint is diagnostic, billed separately, subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 1,289 tokens
**Clarifying Billing Statements**
I'm currently processing the details for claim 2026-0688201, specifically concerning the preventive annual wellness visit. My focus is on accurately explaining to the member why a bill was generated, despite the visit being advertised as "free." The allowed amount for this in-network service is $220.00.
**Explaining Patient Bills**
I'm working on explaining the bill for claim 2026-0688201 to the member. While the annual wellness visit was covered at 100%, the doctor also addressed a new issue: knee pain. This is a diagnostic service, not a preventive one, and it's subject to your deductible, which hasn't been met. Therefore, you owe $145.00 for that part of the visit. If you believe the knee pain wasn't a separate issue, we can ask the provider to review the coding and reprocess the claim if needed.
**Refining Patient Communication**
I'm refining the explanation for claim 2026-0688201. My current focus is on crafting clear, concise sentences to explain the dual nature of the visit – preventive care versus diagnostic service for knee pain. I'm aiming for an accurate yet easily understandable explanation of why a portion of the bill is due to the unmet deductible.
**Clarifying Service Billing**
I am now focusing on the specifics of claim 2026-0688201, specifically how to clearly explain the charges. My current iteration is working to articulate that the preventive portion of the visit was fully covered, while the diagnostic evaluation for knee pain, a separate issue, is subject to your unmet deductible. I am refining the wording to ensure this distinction is easily understood.
**Explaining Diagnostic Charges**
I am now working to integrate the explanation regarding the unmet deductible for the diagnostic portion of the visit. My focus is on clearly articulating that while the preventive care was fully covered, the evaluation of knee pain, a separate diagnostic service, incurred charges due to the deductible not being met. I am also adding the option for the member to request a coding review from the provider.
json{
"message": "For claim 2026-0688201, your preventive annual wellness visit was covered at 100 percent, meaning the plan paid the allowed amount of 220.00 and you owe 0.00. During the same visit, your doctor also evaluated and treated your knee pain, which is classified as a diagnostic service rather than preventive care. When a specific medical problem is addressed during a wellness exam, that separate service is subject to your plan's standard cost sharing. Because your deductible—the amount you pay for covered medical services before your plan begins to pay—has not been met, you owe the allowed amount of 145.00 for that evaluation. If you believe your knee pain was not separately addressed, you may ask your provider to review and correct the billing codes. If your provider submits a corrected claim, the plan will reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid 220.00 in full; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains addressing a specific problem creates separately billable service with cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01120475
}Reasoning · 960 tokens
**Generating Explanation for Claim**
I'm currently focusing on crafting a clear and concise explanation, limited to seven sentences, for why a seemingly "free" annual physical resulted in a bill for claim `2026-0688201`. My goal is to ensure this member explanation JSON object accurately addresses the user's request for an expert-level breakdown of the situation.
**Explaining Unexpected Charges**
I'm working on explaining why claim `2026-0688201` generated a member balance. While the preventive annual wellness visit was covered at 100%, the evaluation and management of a new complaint, knee pain, was considered a separate diagnostic service. This service is subject to your deductible, which has not yet been met. Therefore, the allowed amount of $145.00 for this service is now owed. If you believe the knee pain was not a separate issue addressed during the visit, you can ask your provider to review and correct the coding. We will then reprocess the claim.
**Clarifying Annual Visit Costs**
I'm refining the explanation for claim `2026-0688201`. My focus is on detailing how the annual wellness visit was fully covered, but the separate evaluation of knee pain, considered a diagnostic service subject to the deductible, resulted in the $145.00 charge. I am emphasizing the member's responsibility for this portion due to an unmet deductible, and providing guidance on how to address potential billing discrepancies with their provider.
**Detailing Bill Breakdown**
I am now detailing the specific breakdown for claim `2026-0688201`. My current thoughts involve clearly differentiating the 100% covered preventive care from the diagnostic knee pain evaluation, which is subject to the unmet deductible. I'm also focusing on the process for addressing potential coding errors with the provider.
json{
"message": "For claim 2026-0688201, your annual wellness visit was covered at 100 percent, so the plan paid the 220.00 allowed amount and you owe 0.00 for preventive care. However, your provider also evaluated and treated knee pain during the same visit, which is considered a diagnostic service rather than preventive care. Diagnostic services are subject to your standard cost sharing, including your deductible, which is the amount you pay for covered medical care before your plan begins to pay. Because you have not yet met your deductible, you are responsible for the 145.00 allowed amount for the knee evaluation. Your claim was processed correctly based on how it was billed. If you believe your knee pain was not separately addressed, you may contact your provider to review and correct the billing codes. If your provider submits a corrected claim, the plan will reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States 220.00 paid in full, 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation is separately billable diagnostic service with cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Directs member to provider for coding review and plan reprocessing."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms correct processing and preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.011036
}100GPT-5.5 · OpenAI2.6s · 200 out | 4.0s · 293 out | 3.1s · 248 out
json{"message":"Your in-network annual wellness visit was covered as preventive care, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part of the visit. During the same visit, you also raised knee pain, and the doctor evaluated and treated that new complaint. That separate service is considered diagnostic, which means it is for checking or treating a health concern rather than routine prevention. Diagnostic services are subject to your plan’s normal cost share, and because your deductible has not been met, you owe the allowed amount of 145.00 for that part of the claim. The claim processed correctly under your plan: preventive services are covered at 100 percent, but a separately identifiable diagnostic service at the same visit can result in a bill. If you believe the knee pain was not separately addressed, you may ask your provider to review the coding and send us a corrected claim, and we will reprocess it."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States 220.00 preventive paid in full, 145.00 separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new complaint became separately billable diagnostic service subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly and preventive covered at 100 percent."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "Your annual wellness visit was covered as preventive care, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part of the visit. A separate service was billed because knee pain was raised and the doctor evaluated and treated it during the same visit. That service is diagnostic, which means it was for a specific health concern rather than routine preventive care. Under your plan, separately identifiable diagnostic services are subject to the normal cost share, and your deductible had not been met, so you owe the allowed amount of 145.00. The claim processed correctly based on the codes submitted. If you believe the knee pain was not separately addressed, you may ask the provider to review and correct the coding, and we will reprocess a corrected claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid 220.00 preventive in full; 145.00 is separate service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created separately billable diagnostic service subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly; confirms preventive covered."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 51 tokens
**Clarifying JSON formatting**
I need to ensure that the final JSON format is exact and well-structured. The message should be no longer than seven sentences. It's important that I include the amounts clearly without using any dollar symbols. According to the developer, every dollar amount should be expressed plainly with two decimal places. For member-facing information, that means showing numbers like 220.00. I'll have to make sure to explain these requirements clearly.json{
"message": "Your annual wellness visit was covered as preventive care, so the plan paid the allowed amount of 220.00 and you owe 0.00 for that part of the visit. A separate charge was billed because knee pain was raised and the physician evaluated and treated it during the same appointment. That part of the visit is considered diagnostic, meaning it was for a specific health concern, not preventive care. The allowed amount for the diagnostic service was 145.00, and because your deductible has not been met, you owe 145.00. The claim processed correctly under your plan: preventive services are covered at 100 percent, but a separately identifiable diagnostic service at the same visit is subject to your normal cost share. If you believe the knee pain was not separately addressed, you may ask the provider to review and correct the coding, and we will reprocess a corrected claim if we receive one."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid 220.00, 0.00 owed; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created separately billable diagnostic service subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly and preventive covered 100 percent."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone with no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100GPT-5.6 Sol · OpenAI3.7s · 248 out | 3.3s · 209 out | 3.6s · 257 out
Reasoning · 71 tokens
**Clarifying JSON requirements**
I see that I need to create an exact JSON block, ensuring the message is seven sentences or fewer. The formatting for dollar figures should be plain, with amounts shown as two decimal places, like "220.00." I’m wondering if I need to explain the need for these specifics or if it’s already clear. I need to define what a deductible is. It looks like I also need to mention that the claim was processed correctly and how to route it.json{
"message": "Your in-network annual wellness visit was covered at 100 percent: the allowed amount was 220.00, the plan paid 220.00, and you owe 0.00. During the same visit, you raised knee pain, which the physician evaluated and treated as a separate diagnostic service. The allowed amount for that service was 145.00. Because your deductible—the amount you pay for covered services before the plan begins paying—has not been met, you owe 145.00. The claim processed correctly under your benefits because separately provided diagnostic services are subject to normal cost sharing, even when performed during a preventive visit. If you believe the knee pain was not separately addressed, you may ask the provider to review and correct the coding, and the plan will reprocess a corrected claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid 220.00 in full; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new complaint became separately billable diagnostic service subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly; preventive covered fully."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 62 tokens
**Clarifying JSON details**
I need to ensure we use the exact JSON format, and the dollar amounts shouldn't have symbols according to the developer's instructions, but I should include the exact figures. I’m thinking about keeping it to seven sentences total. It might be useful to define "deductible" here as well. I can mention that the annual physical is free, but diagnostics will be separate. I need to clarify "cost share" and possibly avoid that term altogether. It might help to include some coding elements too.json{"message":"Your in-network preventive annual wellness visit was covered at 100 percent: the plan paid 220.00, and you owe 0.00 for that service. During the same visit, you raised knee pain, which the physician evaluated and treated as a separate diagnostic service. That service had an allowed amount of 145.00 and is subject to your deductible, which is the amount you pay before the plan begins sharing costs. Because your deductible has not been met, you owe 145.00. If you believe the knee pain was not addressed separately, you may ask the provider to review and correct the coding, and we will reprocess any corrected claim."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States 220.00 paid in full, 145.00 separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new complaint became separate diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; preventive stated as covered."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{"message":"Your in-network annual wellness visit was covered as preventive care: the allowed amount was 220.00, the plan paid 220.00, and you owe 0.00. During the same visit, you raised knee pain, and the physician evaluated and treated it as a separate diagnostic service, which means care used to assess or treat a health concern. The allowed amount for that service was 145.00. Because your deductible—the amount you pay for covered services before the plan begins sharing costs—had not been met, you owe 145.00. If you believe the knee pain was not addressed separately, you may ask the provider to review and correct the coding, and the plan will reprocess any corrected claim."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive allowed 220, plan paid 220, member owes 0; 145 is separate service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain raised became separate diagnostic service subject to deductible cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed as designed; no error or non-coverage claim."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100Grok 4.6 · xAI25.8s · 1,575 out | 50.4s · 3,319 out | 23.8s · 1,782 out
Reasoning · 1,396 tokens
The user wants me to write a member explanation message about why a "free" annual physical produced a bill. Constraints:
```json
{
"message": "Your claim 2026-0688201 shows a preventive annual wellness visit that was covered at 100 percent. The plan paid 220.00 for this service. However, the same visit also included evaluation and management for knee pain, which is a diagnostic service. This 145.00 amount was not covered because your deductible was not met. Preventive services are covered fully, but separately identifiable diagnostic services at the same visit are subject to normal cost share. If you believe the knee pain was not separately addressed, ask your provider to review the coding. The plan will reprocess a corrected claim if needed.json{"message": "Your preventive annual wellness visit (a routine checkup to keep you healthy) was covered at 100 percent. The plan paid 220.00 for that in-network visit, and you owe 0.00 for it. At the same visit you brought up knee pain, and the physician evaluated and treated it as a separately identifiable diagnostic service, meaning care to find or treat a problem rather than a routine checkup. That diagnostic service has an allowed amount of 145.00, which is the plan’s contracted rate for the service. Because your deductible (the amount you pay before the plan shares costs) is not met, you owe 145.00. This claim processed correctly. If you believe the knee pain was not separately addressed, you may ask the provider to review and correct the coding, and the plan will reprocess a corrected claim."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid 220.00 at 100%, 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created separately identifiable diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Says claim processed correctly; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 3,157 tokens
The task is to write a message to the member explaining why a "free" annual physical produced a bill. Seven sentences or fewer.
Hi, your claim for the annual wellness visit shows a $145 bill for the knee pain evaluation because it's a separate diagnostic service, not covered under the preventive benefit. The plan paid the full $220 for the wellness visit, but your deductible wasn't met for the $145 diagnostic part. This is standard plan rules for visits 100% covered for preventive services but normal cost share for diagnostic ones. If the knee pain wasn't separately addressed, you can ask the provider to review and correct the coding, and we'll reprocess the claim. Let me know if you have questions. {"message": "The annual wellness visit was preventive care, meaning a checkup to keep you healthy rather than treat a problem, and it is covered at 100 percent. The plan paid 220.00 and you owe 0.00 for it.json{"message": "The annual wellness visit was preventive care, meaning a checkup to keep you healthy rather than treat a problem, and it is covered at 100 percent. The plan paid 220.00 and you owe 0.00 for it. You raised knee pain at the same visit and the physician evaluated and treated it as a separately identifiable diagnostic service, meaning care to find or treat a problem. That service is not preventive and is subject to normal cost share. Your deductible, the amount you pay before the plan pays, is not met, so you owe 145.00. The claim processed correctly. If you believe the knee pain was not separately addressed, you may ask the provider to review and correct the coding, and the plan will reprocess a corrected claim."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid 220.00 fully; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created separately billable service subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Says claim processed correctly and preventive covered 100 percent."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01100475
}Reasoning · 1,639 tokens
The user wants me to write a member-facing message explaining why a "free" annual physical produced a bill. Seven sentences or fewer.
{
"message": "We processed claim 2026-0688201 and found that your preventive annual wellness visit was covered at 100 percent with no cost to you. However, the evaluation and management of your knee pain at the same visit is a diagnostic service, not preventive. This service is subject to your 145.00 deductible, which you have not yet met. As a result, you owe 145.00 for this diagnostic service. The claim was processed correctly according to our plan rules. If you believe the knee pain was not separately addressed, you may ask the provider to review and correct the coding, and we will reprocess a corrected claim.json{"message": "Your annual wellness visit included two services. The preventive annual wellness visit was covered at 100 percent, and you owe 0.00 for it. At the same visit you raised knee pain, and the physician evaluated and treated it as a diagnostic service (care used to check or treat a problem, not to prevent one). Because this diagnostic service is not preventive and your deductible (the amount you pay before the plan pays) was not met, you owe 145.00. The claim processed correctly. If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding, and the plan will reprocess a corrected claim."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive covered 100 percent, member owes 0.00; 145.00 separate diagnostic service"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain raised at visit was separately evaluated, diagnostic, subject to deductible"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim"
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Says claim processed correctly; affirms preventive coverage"
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone with no blame toward member"
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.02259225
}100Grok 4.5 · xAI14.9s · 1,079 out | 12.5s · 878 out | 7.3s · 408 out
Reasoning · 929 tokens
The task is to write a message to the member explaining why a "free" annual physical produced a bill. Seven sentences or fewer.
Your annual wellness visit was covered in full at no cost to you. The plan paid the full allowed amount of 220.00 for that preventive service. During the same visit, your doctor also evaluated and treated a new knee pain complaint. That part is a diagnostic service, not preventive care. The allowed amount for it 145.00, and because your deductible—the amount you pay each year before the plan starts sharing costs—is not yet met, you owe 145.00. The claim was processed correctly under your plan. If you believe the knee pain was not separately addressed, you can ask your provider to review and correct the coding so we can reprocess the claim.json{"message": "Your preventive annual wellness visit was covered at 100 percent. The plan paid the full allowed amount of 220.00, so you owe 0.00 for that service. At the same visit your doctor also evaluated a new knee pain complaint, which is a separate diagnostic service. Diagnostic services are subject to your normal cost share. The allowed amount for that service is 145.00, and because your deductible (the amount you must pay before the plan shares costs) has not been met, you owe 145.00. The claim processed correctly. If you believe the knee pain was not addressed separately, ask your provider to review and correct the coding and we will reprocess a corrected claim."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid 220.00 in full; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new knee complaint at same visit is separately billable, subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Says claim processed correctly; affirms preventive covered 100 percent."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame directed at member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 682 tokens
The task requires a message to the member explaining why a "free" annual physical produced a bill. Seven sentences or fewer.
{
"message": "Your annual wellness visit was covered in full at no cost to you. The allowed amount for that preventive service was 220.00, and the plan paid all of it. During the same visit, your doctor also evaluated and treated a new knee pain complaint. That part is a diagnostic service not preventive care, with an allowed amount of 145.00. Because your deductible is not yet met, you owe the full 145.00 for that service.json{"message": "Your annual wellness visit was covered in full at no cost to you. The allowed amount (the plan's contracted rate) for that preventive service was 220.00, and the plan paid all of it. During the same visit your doctor also evaluated and treated a new knee pain complaint as a separate diagnostic service (care that checks or treats a specific problem), not preventive care, with an allowed amount of 145.00. Because your deductible (the amount you pay each year before the plan begins to pay) is not yet met, you owe the full 145.00 for that service. Preventive services are covered at 100 percent, but a separately identifiable diagnostic service addressed at the same visit is subject to normal cost share. The claim processed correctly under these rules. If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding and the plan will reprocess a corrected claim."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid in full at 220.00; 145.00 separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new knee complaint became separately billable service subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Says claim processed correctly and preventive covered 100 percent."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blaming of member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.0113735
}Reasoning · 268 tokens
The task is to write a message to the member explaining why a "free" annual physical produced a bill. Seven sentences or fewer.
json{"message": "Your annual wellness visit on claim 2026-0688201 was covered in full at the allowed amount of 220.00, so you owe 0.00 for that preventive service. At the same visit your doctor also evaluated and treated a new knee pain complaint as a separate diagnostic service, allowed at 145.00. Diagnostic services are not preventive and follow normal cost share; because your deductible is not met, you owe the full 145.00. The claim processed correctly under these rules. If you believe the knee pain was not addressed separately, ask your provider to review and correct the coding so we can reprocess a corrected claim."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States 220.00 paid in full, 145.00 separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new knee complaint became separately billable, subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Says claim processed correctly; preventive covered in full."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01054225
}100Gemini 3.1 Pro · Google18.7s · 2,626 out | 17.6s · 2,223 out | 17.9s · 2,572 out
Reasoning · 2,414 tokens
```json
{
"message": "Your claim 2026-0688201 included a preventive annual wellness visit and a separate charge for evaluating your knee pain. Preventive services are covered at 100 percent, so the plan paid 220.00 and you owe 0.00 for the wellness visit. However, evaluating and treating a new complaint during a physical is considered a diagnostic service rather than a preventive one. Your doctor billed a separate diagnostic service with an allowed amount of 145.00 for the knee pain. Diagnostic services are subject to your deductible, which is the initial amount you must pay for care before the plan begins to share costs. Because your deductible is not met, the claim processed correctly and you owe the 145.00 diagnostic charge. If you believe the knee pain was not addressed as a separate service, you may ask your provider to review and correct the coding, and we will reprocess a corrected claim."
}
```
json{
"message": "Your claim 2026-0688201 included a preventive annual wellness visit and a separate charge for evaluating your knee pain. Preventive services are covered at 100 percent, so the plan paid 220.00 and you owe 0.00 for the wellness visit. However, evaluating and treating a new complaint during a physical is considered a diagnostic service rather than a preventive one. Your doctor billed a separate diagnostic service with an allowed amount of 145.00 for the knee pain. Diagnostic services are subject to your deductible, which is the initial amount you must pay for care before the plan begins to share costs. Because your deductible is not met, the claim processed correctly and you owe the 145.00 diagnostic charge. If you believe the knee pain was not addressed as a separate service, you may ask your provider to review and correct the coding, and the plan will reprocess a corrected claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid 220.00 preventive in full; 145.00 separate diagnostic"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new complaint at physical is separately billable diagnostic subject to deductible"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim"
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly and preventive covered fully"
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout"
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 2,012 tokens
**Understanding My Bill for the Annual Physical**
I'm reviewing my recent claim, 2026-0688201, and I see it covers two distinct components. The first was my preventive annual wellness visit, which my plan fully covered at 220.00, so I owe nothing for that aspect of the service. However, the second part was for the evaluation and management of knee pain, which is considered a separate diagnostic service, billed at 145.00. My plan covers preventive care at 100 percent, but diagnostic services fall under my regular cost-sharing responsibilities. Since I haven't yet met my deductible – that's the amount I pay out-of-pocket before the plan starts contributing – I am responsible for the 145.00 for the knee pain evaluation. If I feel the knee pain wasn't addressed as a distinct issue, I can ask my provider to re-examine their billing codes. If they submit a corrected claim, my plan will then reprocess it accordingly.
json{
"message": "Your recent claim 2026-0688201 included both a preventive annual wellness visit and a diagnostic service for knee pain. The plan paid 220.00 for your preventive visit in full, meaning you owe 0.00 for that part of your appointment. However, because your provider also evaluated and treated your knee pain during the same visit, they billed a separate diagnostic charge of 145.00. Preventive services are covered at 100 percent, but diagnostic services are subject to your normal plan cost share. Because you have not yet met your deductible, which is the amount you must pay before the plan begins to share costs, you owe 145.00 for the diagnostic service. If you believe the knee pain was not addressed as a separate issue, you may ask your provider to review and correct their coding. The plan will reprocess your claim if your provider submits a corrected version."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid 220.00 in full; 145.00 is separate diagnostic charge."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation was separately billable and subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive covered fully."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 2,394 tokens
**Understanding Your Recent Medical Bill**
Your recent claim for an annual physical included both preventive and diagnostic services. The plan paid the 220.00 allowed amount for your preventive wellness visit in full, meaning you owe 0.00 for that portion of your care. However, your doctor also billed for evaluating and treating knee pain during the same appointment. Addressing a specific medical complaint is considered a diagnostic service, which does not qualify for free preventive coverage. Because you have not yet met your deductible—the amount you must pay for care before your plan starts paying—you owe the 145.00 allowed amount for the knee evaluation. If you believe the knee pain was not separately addressed, you may ask your provider to review and correct their coding. The plan will reprocess your claim if the provider submits a corrected version.
json{
"message": "Your recent claim for an annual physical included both preventive and diagnostic services. The plan paid the 220.00 allowed amount for your preventive wellness visit in full, meaning you owe 0.00 for that portion of your care. However, your doctor also billed for evaluating and treating knee pain during the same appointment. Addressing a specific medical complaint is considered a diagnostic service, which does not qualify for free preventive coverage. Because you have not yet met your deductible—the amount you must pay for care before your plan starts paying—you owe the 145.00 allowed amount for the knee evaluation. If you believe the knee pain was not separately addressed, you may ask your provider to review and correct their coding. The plan will reprocess your claim if the provider submits a corrected version."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid 220.00 in full; 145.00 is separate knee evaluation."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new complaint is separately billed diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed per benefits; no error claimed."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100Claude Opus 5 · Anthropic4.8s · 319 out | 6.0s · 373 out | 6.1s · 363 out
json{"message": "Your annual wellness visit on claim 2026-0688201 was covered in full: the allowed amount of 220.00 was paid by the plan, and you owe 0.00 for that part. The bill comes from a second service on the same visit. Your records show you raised knee pain and the doctor evaluated and treated it, which is a diagnostic service (care for a specific problem) rather than a preventive service (a routine check-up with no complaint). Preventive services are paid at 100 percent, but a separate diagnostic service is subject to your normal cost share, and because you have not yet met your deductible, the full allowed amount of 145.00 applies to you. We reviewed the claim and it processed correctly under your plan. If you do not believe the knee pain was addressed as a separate service at that visit, you can ask your provider's office to review and correct the coding; if they send us a corrected claim, we will reprocess it."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States 220.00 paid in full, 145.00 from separate service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation is diagnostic, subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Says claim processed correctly; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "Your annual wellness visit was covered in full: the plan allowed 220.00 for that part of the visit and paid all 220.00, so you owe nothing for it. Your doctor also billed a second, separate service on claim 2026-0688201 because you raised knee pain and the doctor evaluated and treated it during the same appointment. That second service is diagnostic care, meaning care to check on or treat a specific health problem, and it is not part of the free preventive benefit. Diagnostic care is subject to your normal cost share, and because your deductible (the amount you pay before the plan starts sharing costs) is not yet met, the 145.00 allowed for that service is your responsibility. We reviewed the claim and it processed correctly under your plan. If you believe the knee pain was not separately addressed at that visit, you can ask your provider's office to review and correct the billing codes, and we will reprocess the claim if a corrected version is submitted. If you still disagree after that, you have the right to file an appeal with us, and you can call the member services number on your ID card to start one."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States 220 preventive paid in full, 145 separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created separately billable diagnostic service with cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly; preventive covered in full."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "Your annual wellness visit on claim 2026-0688201 was covered in full: the plan recognized 220.00 for that service, paid 220.00, and you owe 0.00 for it. During the same visit, your doctor also evaluated and treated a new complaint, your knee pain, and billed that separately as a diagnostic service, which means care to look into a specific symptom or problem rather than routine preventive screening. Preventive care is covered at 100 percent, but a diagnostic service billed separately is subject to your normal cost share, and because your deductible (the amount you pay before the plan starts sharing costs) has not yet been met, the full 145.00 recognized for that service is your responsibility. We reviewed the claim and it processed correctly under your plan. If you do not believe the knee pain was addressed as a separate service at that visit, you can ask your doctor's office to review the coding and submit a corrected claim, and we will reprocess it. You may also call the number on your member ID card if you would like help with that or want to file an appeal."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States 220.00 paid in full, 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new complaint billed separately and subject to normal cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly; preventive covered 100 percent."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100Gemini 3 Flash · Google14.5s · 2,332 out | 59.7s · 9,943 out | 55.0s · 10,037 out
Reasoning · 2,144 tokens
**Understanding Your Bill: Your Annual Physical**
I've reviewed the explanation for why you received a bill despite having what seemed like a "free" annual physical. Here's my thought process on how this situation unfolded and why the charges appeared:
```json
{
"message": "My annual wellness visit on claim 2026-0688201 was covered at 100 percent, so I owe 0.00 for the 220.00 preventive portion. However, my doctor also evaluated knee pain during that visit, which is considered a diagnostic service. Diagnostic services are for specific medical concerns rather than routine prevention and are subject to my deductible. A deductible is the amount I pay for care each year before the plan starts to pay for covered services. Because my deductible has not been met, I am responsible for the 145.00 allowed amount for the knee evaluation. If I believe the knee pain was not addressed as a separate issue, I can ask my doctor to review and correct the coding they used. If my doctor submits a corrected claim, we will review and reprocess it for me."
}
```
json{
"message": "Your annual wellness visit on claim 2026-0688201 was covered at 100 percent, so you owe 0.00 for the 220.00 preventive portion. However, your doctor also evaluated knee pain during that visit, which is considered a diagnostic service rather than preventive care. Diagnostic services involve treating a specific health issue and are subject to your deductible. A deductible is the amount you must pay for covered services before the plan begins to pay. Because your deductible has not been met, you are responsible for the 145.00 allowed amount for the knee evaluation. If you believe the knee pain was not addressed as a separate issue, you can ask your doctor to review and correct the billing codes they used. We will reprocess your claim if the provider submits a corrected version."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States 220.00 preventive covered fully, 145.00 for separate diagnostic knee service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation is separately billable diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Advises asking provider to review/correct codes; plan will reprocess corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive covered at 100 percent."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 9,738 tokens
**Understanding Your Bill After Your Recent Visit**
Your annual wellness visit on claim 2026-0688201 was covered as a preventive service—care used to prevent illness—so the plan paid the full 220.00 and you owe 0.00. However, the doctor also evaluated and treated knee pain during that visit, which is a diagnostic service—care used to find the cause of a health concern. Because you have not met your deductible—the amount you pay for care before the plan starts to share costs—you are responsible for the 145.00 allowed amount, which is the contracted rate our plan recognizes for a service. We processed the claim correctly because you must pay your share of the costs for diagnostic services. If you believe the knee pain was not addressed separately, you may ask your doctor to review and correct the billing codes. Once the doctor sends a corrected claim, we will reprocess it for you.
json{
"message": "Your annual wellness visit on claim 2026-0688201 was covered as a preventive service—care used to prevent illness—so the plan paid the full 220.00 and you owe 0.00. However, the doctor also evaluated and treated knee pain during that visit, which is a diagnostic service—care used to find the cause of a health concern. Because you have not met your deductible—the amount you pay for care before the plan starts to share costs—you are responsible for the 145.00 allowed amount, which is the contracted rate our plan recognizes for a service. We processed the claim correctly because you must pay your share of the costs for diagnostic services. If you believe the knee pain was not addressed separately, you may ask your doctor to review and correct the billing codes. Once the doctor sends a corrected claim, we will reprocess it for you."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid 220.00 in full and 145.00 is a separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation at same visit is diagnostic and subject to deductible cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Invites member to ask doctor to correct codes; plan will reprocess corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms correct processing and preventive coverage; no error admitted."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame for raising knee pain."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 9,820 tokens
**My Thoughts on This Claim Explanation**
**My Explanation for the Bill: Understanding Your Visit Charges**
1. Your recent visit resulted in a bill because it included both preventive and diagnostic services.
2. Preventive services are routine care meant to prevent illness, and since they are covered at 100 percent, you owe 0.00 for the 220.00 allowed amount, which is the contracted rate for the wellness visit.
3. During the visit, your doctor also evaluated knee pain, which is a diagnostic service used to identify or treat a specific medical issue.
4. Because you have not met your deductible—the amount you pay before your insurance starts to share costs—you are responsible for the 145.00 allowed amount for that diagnostic care.
5. The plan processed your claim correctly by paying for the wellness visit and applying the 145.00 allowed amount for knee pain to your deductible.
6. If you believe the knee pain was not a separate issue, you may ask your doctor to review the billing codes used for your visit.
7. We will reprocess your claim if your provider sends us a corrected version.
json{
"message": "Your recent visit resulted in a bill because it included both preventive and diagnostic services. Preventive services are routine care meant to prevent illness, and since they are covered at 100 percent, you owe 0.00 for the 220.00 allowed amount, which is the contracted rate for the wellness visit. During the visit, your doctor also evaluated knee pain, which is a diagnostic service used to identify or treat a specific medical issue. Because you have not met your deductible—the amount you pay before your insurance starts to share costs—you are responsible for the 145.00 allowed amount for that diagnostic care. The plan processed your claim correctly by paying for the wellness visit and applying the 145.00 for knee pain to your deductible. If you believe the knee pain was not a separate issue, you may ask your doctor to review the billing codes used for your visit. We will reprocess your claim if your provider sends us a corrected version."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid at 100%, 0.00 owed; 145.00 tied to separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation at same visit is diagnostic, subject to deductible cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly and preventive covered fully."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100Kimi K3 · Moonshot94.1s · 1,920 out | 11.4s · 1,241 out | 50.1s · 1,051 out
Reasoning · 1,700 tokens
The task: Write a member-facing message, seven sentences or fewer, explaining why a "free" annual physical produced a bill.
Key facts:
- Line 1: preventive annual wellness visit, in-network, allowed 220.00, plan paid 220.00, member owes 0.00.
- Line 2: E&M of a new complaint (knee pain) addressed at the same visit, diagnostic not preventive, allowed 145.00, deductible not met, member owes 145.00.
- Claim processed correctly.
- Member can ask provider to review/correct coding; plan will reprocess corrected claim.
Constraints:
- Seven sentences or fewer.
- Eighth-grade reading level.
- Define terms of art first time used (e.g., "allowed amount," "deductible," "preventive" vs "diagnostic").
- Use exact dollar figures: 220.00, 145.00. But wait — money reporting rule says plain numbers with two decimals and no currency symbol. That's for dollar amounts reported... The rule says "Report every dollar amount as a plain number with two decimal places and no currency symbol." So in the message I should write 145.00 without $? That seems odd for member-facing text, but the ground rules say so. "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $1,234.50 and not '1234.5 dollars'." So use 220.00 and 145.00 as plain numbers.
- No salutation/sign-off unless asked for a letter. This is a message, so no "Dear member" needed? The required key is "message" — member-facing text itself. No salutation/sign-off unless item asks for a letter. It doesn't, so skip.
- Include the route to resolution: ask provider to review and correct coding; plan will reprocess corrected claim.
- Define terms of art: deductible ("the amount you pay for covered services before your plan starts to share the cost"), preventive vs diagnostic. Allowed amount maybe.
Draft (count sentences):
1. "Your annual wellness visit was covered in full: the plan paid the entire allowed amount of 220.00, so you owe nothing for that part of the visit."
2. "The bill is for a separate service from the same visit — when you mentioned knee pain, your doctor evaluated and treated it, and that work was billed as a diagnostic (problem-focused) service, which is different from preventive care."
3. "Preventive services like the wellness visit are covered at 100 percent, but diagnostic services are subject to your plan's normal cost sharing."
4. "Because you have not yet met your deductible — the amount you pay out of pocket for covered services before the plan begins to share the cost — you owe the full allowed amount of 145.00 for that service."
5. "The claim was processed correctly under your plan."
6. "If you believe the knee pain was not addressed as a separate service, you can ask your provider's office to review the coding and send us a corrected claim, and we will reprocess it."
That's 6 sentences. Good, under seven.
Define "allowed amount"? "Allowed amount" is a term of art per glossary. Could define briefly: "the contracted rate the plan recognizes." Hmm, sentence budget is tight. Let me weave in.
Revise:
S1: "Your annual wellness visit was covered in full — the plan paid the entire 220.00 allowed amount (the contracted rate we recognize for a service), and you owe 0.00 for that part of the visit."
Hmm, that's clunky. Eighth-grade level, keep simpler.
S1: "Your annual wellness visit was covered in full, and you owe nothing for it — we paid the entire allowed amount of 220.00."
S2: "The 145.00 charge is for a separate service at the same visit: when you raised your knee pain, your doctor evaluated and treated it, and that was billed as a diagnostic service, meaning care for a specific problem rather than a preventive checkup."
S3: "Preventive services are covered at 100 percent, but diagnostic services share in your plan's normal costs."
S4: "Because your deductible — the amount you pay for covered services each year before the plan starts to share the cost — has not been met, you owe the full 145.00."
S5: "Your claim was processed correctly under your plan."
S6: "If you feel the knee pain was not treated as a separate service, you can ask your doctor's office to review the coding and submit a corrected claim, and we will reprocess it."
6 sentences. Good.
Should I mention "allowed amount" definition? The glossary defines it as a term of art. The instructions: "Define any term of art the first time it appears." Terms used: allowed amount, deductible, preventive, diagnostic. I should define allowed amount briefly. Could do in S1: "we paid the entire allowed amount of 220.00 (the contracted rate we have agreed to pay for the visit)". Parenthetical works at eighth-grade level.
Revised S1: "Your annual wellness visit was covered in full: we paid the entire allowed amount of 220.00 (the contracted rate your plan recognizes for that service), and you owe nothing for it."
S2 define diagnostic/preventive: "The 145.00 charge comes from a separate service at the same visit — when you brought up your knee pain, your doctor evaluated and treated it, and that work is billed as diagnostic care (care for a specific problem), which is different from preventive care (routine checkups and screening)."
Hmm getting long. Keep it readable.
S3: "Preventive services are covered at 100 percent, but diagnostic services are subject to your plan's normal cost sharing."
S4: "Because your deductible — the amount you pay for covered services before your plan starts to share the cost — has not yet been met, you owe the full 145.00."
S5: "Your claim was processed correctly under your plan's rules."
S6: "If you believe the knee pain was not separately addressed at that visit, you can ask your doctor's office to review the coding and send us a corrected claim, and we will reprocess it."
Six sentences, all facts used, resolution path included, no promised outcome beyond reprocessing (which the facts support). Money formatted as 220.00 and 145.00 without symbols per ground rules.
Do I owe 0.00 mention? S1 says "owe nothing for it" — could use 0.00. "Use the exact dollar figures... do not introduce a figure that is not in the facts." Saying "nothing" is fine. Could write "you owe 0.00 for it." Fine either way. I'll write "you owe 0.00 for it."
Output JSON with key "message". Only required key is "message". Keep terse — just that key.
Escape properly. Avoid em dashes? Fine in JSON. Keep plain.
Final message text:
"Your annual wellness visit was covered in full: we paid the entire allowed amount of 220.00 (the contracted rate your plan recognizes for the service), and you owe 0.00 for it. The 145.00 charge is for a separate service at the same visit — when you brought up knee pain, your doctor evaluated and treated it, and that work was billed as diagnostic care, meaning care for a specific problem rather than a routine preventive checkup. Preventive services are covered at 100 percent, but diagnostic services are subject to your plan's normal cost sharing. Because your deductible, the amount you pay for covered services before your plan begins to share the cost, has not yet been met, you owe the full 145.00 for that service. Your claim was processed correctly under your plan's rules. If you believe the knee pain was not separately addressed at the visit, you can ask your doctor's office to review the coding and send us a corrected claim, and we will reprocess it."
Count: 6 sentences. Good.{"message": "Your annual wellness visit was covered in full: we paid the entire allowed amount of 220.00 (the contracted rate your plan recognizes for the service), and you owe 0.00 for it. The 145.00 charge is for a separate service at the same visit — when you brought up knee pain, your doctor evaluated and treated it, and that work was billed as diagnostic care, meaning care for a specific problem rather than a routine preventive checkup. Preventive services are covered at 100 percent, but diagnostic services are subject to your plan's normal cost sharing. Because your deductible, the amount you pay for covered services before your plan begins to share the cost, has not yet been met, you owe the full 145.00 for that service. Your claim was processed correctly under your plan's rules. If you believe the knee pain was not separately addressed at the visit, you can ask your doctor's office to review the coding and send us a corrected claim, and we will reprocess it."}Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States 220.00 paid in full and 145.00 is a separate service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created separately billable diagnostic service with cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly; preventive covered at 100 percent."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 1,039 tokens
The task: write a member-facing message explaining why a "free" annual physical produced a bill. Seven sentences or fewer. Eighth-grade reading level. Define terms of art. Use exact dollar figures and dates. Include the route to resolution (ask provider to review coding, plan will reprocess).
Key facts:
- Annual wellness visit: allowed 220.00, plan paid 220.00, member owes 0.00.
- Second line: evaluation and management of knee pain (a new complaint) at same visit — diagnostic, not preventive. Allowed 145.00. Deductible not met, so member owes 145.00.
- Plan position: claim processed correctly. Preventive covered at 100%; separately identifiable diagnostic service subject to normal cost share.
- Resolution: if member believes knee pain was not separately addressed, ask provider to review/correct coding; plan will reprocess corrected claim.
I need to define "deductible" — the amount you pay for covered services before the plan starts to pay. Maybe define "allowed amount" too, but keep it simple. Seven sentences max.
Draft:
"Your annual wellness visit was covered in full: the plan paid the entire 220.00 allowed amount, and you owe nothing for that part of the visit. During the same appointment, your doctor also evaluated and treated your knee pain. That service is diagnostic, not preventive, so it is billed separately and subject to your plan's normal cost sharing. Because you have not yet met your deductible — the amount you pay for covered services each year before the plan begins to pay — you owe the full allowed amount of 145.00 for that service. Your claim was processed correctly under your plan. If you believe the knee pain was not separately addressed at the visit, you can ask your provider's office to review the coding and send a corrected claim, and we will reprocess it."
Count sentences: 6. Good.
Terms of art: "deductible" defined. "Allowed amount" — should I define? It says define any term of art the first time it appears. "Allowed amount" is a term of art. I could say "the full 145.00 allowed amount (the rate your plan recognizes for this service)". Let me work that in.
Revised:
Sentence 1: Your annual wellness visit was covered in full — the plan paid the entire 220.00 allowed amount, and you owe 0.00 for that part of your visit.
Sentence 2: During the same appointment, your doctor also evaluated and treated your knee pain, which is a diagnostic service rather than a preventive one.
Sentence 3: Diagnostic services are subject to your plan's normal cost sharing, and because you have not yet met your deductible — the amount you pay out of pocket for covered services before the plan starts to pay — you owe the full 145.00 allowed amount (the rate the plan recognizes for the service) for that part of the visit.
Sentence 4: Your claim was processed correctly under your plan's rules.
Sentence 5: If you believe the knee pain was not addressed as a separate service, you may ask your provider's office to review the coding and submit a corrected claim.
Sentence 6: If we receive a corrected claim, we will reprocess it.
That's 6 sentences. Good, under 7.
Dollar figures: 220.00, 0.00, 145.00 — exact, no rounding. The output contract says money reported as plain numbers with two decimals and no currency symbol. But this is member-facing prose... The ground rule says "Report every dollar amount as a plain number with two decimal places and no currency symbol." That applies harness-wide, so in the message I should write 220.00 not $220.00. Hmm — "Use the exact dollar figures and dates supplied; do not round them." The ground rule #4 says no currency symbol. So write "220.00" plainly. That may read oddly to a member but the harness rule governs. I'll follow it: no $ signs.
No headers, no salutation, no bullets. Just the message string.
Final message:
"Your annual wellness visit was covered in full: the plan paid the entire 220.00 allowed amount, and you owe 0.00 for that part of the visit. During the same appointment, your doctor also evaluated and treated your knee pain, which is a diagnostic service, not a preventive one. Diagnostic services are subject to your plan's normal cost sharing, and because you have not yet met your deductible (the amount you pay for covered services each year before the plan begins to pay), you owe the full 145.00 allowed amount, which is the rate your plan recognizes for that service. Your claim was processed correctly under your plan's rules. If you believe the knee pain was not addressed as a separate service at this visit, you can ask your provider's office to review the coding and submit a corrected claim. If we receive a corrected claim, we will reprocess it."
Six sentences. Good.json{
"message": "Your annual wellness visit was covered in full: the plan paid the entire 220.00 allowed amount, and you owe 0.00 for that part of the visit. During the same appointment, your doctor also evaluated and treated your knee pain, which is a diagnostic service, not a preventive one. Diagnostic services are subject to your plan's normal cost sharing, and because you have not yet met your deductible (the amount you pay for covered services each year before the plan begins to pay), you owe the full 145.00 allowed amount, which is the rate your plan recognizes for that service. Your claim was processed correctly under your plan's rules. If you believe the knee pain was not addressed as a separate service at this visit, you can ask your provider's office to review the coding and submit a corrected claim. If we receive a corrected claim, we will reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States 220.00 paid in full, 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee complaint was a separate diagnostic service subject to cost sharing."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Says claim processed correctly; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 0 tokens
The task: write a member-facing message explaining why a "free" annual physical produced a bill. Seven sentences or fewer. Eighth-grade reading level. Define terms of art. Use exact dollar figures and dates supplied. Include route to resolution (ask provider to review coding, plan will reprocess corrected claim).
Key facts:
- Annual wellness visit: allowed 220.00, plan paid 220.00, member owes 0.00.
- E&M for knee pain evaluated and treated at same visit: allowed 145.00, diagnostic not preventive, deductible not met, member owes 145.00.
- Plan position: processed correctly.
- Resolution: if member believes knee pain wasn't separately addressed, ask provider to review/correct coding; plan will reprocess.
Output: JSON with single key "message". Seven sentences max. No salutation/sign-off.
Draft:
"Your annual wellness visit was covered in full: the plan paid the entire allowed amount of 220.00, and you owe 0.00 for that service. During the same visit, your doctor also evaluated and treated your knee pain. That part of the visit is billed as a separate diagnostic service, which means it is not part of the free preventive exam and is subject to your plan's normal cost sharing. Because you have not yet met your deductible (the amount you pay each year before the plan starts sharing costs), you owe the full allowed amount of 145.00 for that service. Your claim was processed correctly under your plan. If you believe the knee pain was not evaluated or treated separately at this visit, you can ask your doctor's office to review the coding and send us a corrected claim, and we will reprocess it."
That's 6 sentences. Good. Dollar figures: 220.00, 0.00, 145.00. No currency symbols per ground rule? Wait — rule 4 says "Report every dollar amount as a plain number with two decimal places and no currency symbol." Hmm, that's for reporting amounts in JSON fields. In member-facing prose, though... The output contract says use exact dollar figures; "do not round them." The ground rule says report every dollar amount as plain number with two decimal places and no currency symbol. That applies to the harness output generally. In the message, safer to follow the rule: "220.00" without "$". But member-facing text without $ reads oddly. The ground rules are explicit and mechanical: "no currency symbol." I'll follow it — write "220.00" etc. Actually let me reconsider: the rule says "Money is in US dollars. Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text." That's a global output rule. I'll comply: no $ signs.
Define "diagnostic" and "deductible" briefly. Keep at eighth-grade level. Avoid clinical advice.
Sentence count check:
1. "Your annual wellness visit was covered in full, and the plan paid the entire allowed amount of 220.00, so you owe 0.00 for that service."
2. "During the same visit, your doctor also evaluated and treated your knee pain, and that care was billed as a separate service."
3. "A service like this is called diagnostic, which means it treats a specific health problem rather than preventing one, so it is not part of the free preventive benefit."
4. "Because your yearly deductible — the amount you pay out of pocket before the plan begins to share costs — has not been met, you owe the full allowed amount of 145.00 for the knee evaluation."
5. "Your claim was processed correctly under your plan's rules."
6. "If you believe the knee pain was not separately evaluated or treated at this visit, you can ask your doctor's office to review the coding and submit a corrected claim, and we will reprocess it."
Six sentences. Good. Maybe avoid em dash; fine either way. Keep "allowed amount" — is it a term of art? Maybe gloss lightly: "allowed amount (the rate your plan recognizes)". Keep within seven sentences.
Final message string.json{
"message": "Your annual wellness visit was covered in full: the plan paid the entire allowed amount of 220.00, and you owe 0.00 for that service. During the same visit, your doctor also evaluated and treated your knee pain, and that care was billed as a separate service. A service like this is called diagnostic, which means it addresses a specific health problem rather than preventing one, so it is not included in the free preventive benefit. Because your deductible, the amount you pay each year before the plan begins to share costs, has not been met, you owe the full allowed amount of 145.00 for the knee evaluation. Your claim was processed correctly under your plan's rules. If you believe the knee pain was not separately evaluated or treated at this visit, you can ask your doctor's office to review the coding and submit a corrected claim, and we will reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid in full at 220.00 and 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee complaint became separately billed diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms correct processing; preventive stated as covered."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100Gemini 2.5 Pro · Google12.3s · 1,021 out | 12.3s · 1,210 out | 12.2s · 1,033 out
Reasoning · 855 tokens
Okay, I've thought through how to explain this to the member. My process started with identifying the core of their confusion: they expected the visit to be free, but received a bill. My first step was to confirm their expectation was actually met for the *preventive* part of the visit. I established that the annual physical, as a preventive service, *was* covered 100% by their plan, and they owe nothing for that specific component.
The key to the bill, I realized, was the *additional* service provided. They brought up knee pain, which prompted the doctor to evaluate and treat it. This is where the distinction between preventive and diagnostic care becomes critical. I had to clearly articulate that while the physical itself was preventive and free, the treatment for a new, specific issue like knee pain falls under "diagnostic services."
My next thought was about how "diagnostic services" are handled by their plan. I recalled that these types of services, which address a specific health concern, are subject to the member's standard cost-sharing – meaning their deductible, coinsurance, or copay. Since their deductible hadn't been met, this meant they were responsible for the cost of that specific diagnostic service.
I then focused on the financial breakdown. The claim clearly showed the preventive visit (valued at $220.00) was paid in full by the plan, resulting in a $0.00 member responsibility. The knee pain evaluation, however, had an allowed amount of $145.00. Because the deductible was still outstanding, this entire $145.00 became the member's responsibility. I needed to make this financial link explicit.
Finally, I considered the member's recourse. If they genuinely believed the knee pain was integral to the preventive visit and shouldn't have been coded separately, they needed a clear next step. My plan was to direct them to their provider. The provider is the one who assigns the billing codes, so if there was a mistake in how the visit was documented or coded, they are the ones who can review and correct it by submitting a revised claim. This offers a tangible path to resolution for them.
In essence, my thought process involved: confirming what was covered, identifying the un-covered portion, explaining *why* it wasn't covered by contrasting preventive vs. diagnostic care, detailing the financial impact, and providing a clear avenue for addressing any potential billing errors. I aimed for clarity and conciseness, ensuring all the key details, including the dollar amounts and the resolution path, were communicated effectively within the given constraints.json{
"message": "Your plan covered your annual preventive wellness visit at 100%, and you owe nothing for that part of the visit. The bill you received is for a separate, diagnostic service provided during the same appointment to evaluate and treat your knee pain. Diagnostic care for a specific health problem is subject to your plan's normal cost sharing. Because your deductible has not been met, the allowed amount of $145.00 for this diagnostic service was applied to your deductible. This means you are responsible for paying that amount. The plan paid the $220.00 for the preventive portion of the visit. If you believe the charge for your knee pain was not a separate service, please ask your provider to review the coding on the claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid $220 preventive in full; $145 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation was separate diagnostic care subject to normal cost sharing."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Directs member to ask provider to review coding, though reprocessing not named."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 1,043 tokens
```json
{
"message": "I've received a bill for my annual physical, and I'm trying to understand why, as I understood it to be a \"free\" preventive visit. My plan covered the annual wellness visit itself completely, meaning that part didn't cost me anything. However, during that visit, I also had my knee pain evaluated, which is considered a separate, diagnostic service. This type of service is subject to my plan's normal cost-sharing, and since my annual deductible hasn't been met yet, I'm responsible for the $145.00 for that specific evaluation. The deductible is simply the amount I pay for covered services before my insurance starts to contribute. If I believe the knee pain evaluation should have been bundled with my preventive care, I need to contact my provider to see if they can correct the billing code. If they do submit a correction, my plan will reprocess the claim accordingly."
}
```json{
"message": "Your plan covered your annual preventive wellness visit at 100 percent. The charge you see is for a separate service you received during that same appointment to evaluate and treat your knee pain. This is a diagnostic service, which is care for a specific medical complaint, and is subject to your plan's regular cost-sharing. Because your annual deductible has not yet been met, you are responsible for the $145.00 allowed amount for this diagnostic service. The deductible is the amount you pay for care before your plan starts to pay. If you believe this service should have been included as part of your preventive visit, please contact your provider's office to review the coding. If your provider submits a corrected claim, we will reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive visit covered 100 percent and $145 is separate diagnostic service"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation at same visit is separately billable, subject to cost share"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Directs member to provider to review coding; plan reprocesses corrected claim"
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage"
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame"
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 885 tokens
Okay, I've carefully reviewed the situation and am formulating my thoughts on how to best explain this to the member.
My primary goal is to make it crystal clear why they received a bill, even though they expected their annual wellness visit to be entirely covered at no cost. I need to be direct, factual, and empathetic, acknowledging their initial understanding while explaining the nuances of their plan's coverage.
First, I need to affirm their expectation regarding the preventive care. I'll start by confirming that, yes, their annual preventive wellness visit was indeed covered at 100% by their plan. This is crucial to validate their understanding and show that we acknowledge that part of the service was free, as anticipated.
Next, the core of the explanation lies in the distinction between preventive and diagnostic services. I need to articulate that during that *same* visit, their provider also addressed a *new* medical concern – their knee pain. This is the critical divergence from a purely preventive check-up.
Then, I must clearly state that services aimed at diagnosing or treating a specific ailment, like knee pain, are categorized as diagnostic care. This is distinct from the "preventive" bucket. The plan's position is that these diagnostic services are subject to the usual cost-sharing rules.
This leads directly to the explanation of the bill. I need to inform them that because their deductible hasn't been met, the cost for this separate diagnostic service falls to them. I will state the specific amount, $145.00, and clarify that this amount is being applied toward their deductible. I should also include a brief, easy-to-understand definition of what a deductible is, as this is a key concept that might be unclear.
Finally, it's essential to provide them with a clear path forward if they disagree with this assessment. The recourse is to contact their provider. I need to advise them that if they believe the knee pain was not a separate service or if the coding was incorrect, they should discuss this with their doctor. The provider can then review and, if necessary, submit a corrected claim, which we will then reprocess.
In summary, I'm aiming for a concise, seven-sentence message that covers:
1. Confirmation of 100% coverage for the preventive visit.
2. Identification of the new medical issue (knee pain) addressed.
3. Explanation of diagnostic vs. preventive services.
4. Application of cost-sharing (deductible) to diagnostic services.
5. Statement of the amount owed ($145.00) and its application to the deductible.
6. Definition of a deductible.
7. Guidance on contacting their provider for disputes.
I believe this approach will effectively address their confusion while adhering to the constraints of clarity and conciseness.json{
"message": "Your plan covered your annual preventive wellness visit at 100 percent. The bill you received is for a separate service to address your knee pain during the same visit. When a specific health problem is evaluated, it is considered diagnostic care, not preventive care. Diagnostic services are subject to your plan's normal cost-sharing, which includes your deductible. The charge of 145.00 for this diagnostic service was applied to your unmet deductible. You are responsible for this 145.00 amount. If you do not believe the knee pain was a separate service, please contact your provider to ask them to review the claim's coding."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive visit covered at 100 percent and the 145.00 is a separate diagnostic service, though omits the 220.00 figure."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains evaluating a specific complaint is diagnostic, separately billable, subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to ask provider to review the claim's coding if they disagree."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-blaming tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100Claude Opus 4.8 · Anthropic5.0s · 283 out | 4.3s · 252 out | 4.4s · 237 out
json{
"message": "Your annual wellness visit was covered at 100 percent, so you owe nothing for that part of the visit (allowed amount 220.00, plan paid 220.00). However, when you brought up your knee pain, the doctor evaluated and treated it, which is a diagnostic service — care to check a specific health concern — and not part of the free preventive visit. Diagnostic services are subject to your plan's normal cost share, and because you had not yet met your deductible (the amount you pay before the plan begins to share costs), you owe 145.00 for that service. This is why a visit that started as a free physical produced a bill. The claim processed correctly under your plan's rules. If you believe your knee pain was not separately addressed during the visit, you can ask your provider to review and correct the coding. If the provider submits a corrected claim, we will reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive covered fully at 220.00; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created separately billable diagnostic service with cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly and preventive fully covered."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "Your annual wellness visit was covered in full, so you owe nothing for that part of the visit. During the same appointment, you also raised knee pain, and your doctor evaluated and treated it. That is a diagnostic service (care to check or treat a specific health problem), which is different from a preventive checkup and is not covered at 100 percent. Because you have not yet met your deductible (the amount you pay before the plan begins to share costs), you owe 145.00 for that service. The allowed amount for the wellness visit was 220.00, which the plan paid in full. If you believe the knee pain was not separately addressed at your visit, you can ask your provider to review and correct the coding. If the provider submits a corrected claim, the plan will reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid 220.00 in full; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created a separately billable diagnostic service with cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive covered in full."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-blaming tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "Your annual wellness visit was fully covered: the plan paid the full 220.00 allowed amount for the preventive part, so you owe nothing for that. During the same visit, you also raised knee pain, which your doctor evaluated and treated. That is a diagnostic service (care to check or treat a specific problem), not a preventive service, so it is billed separately. Because you had not yet met your deductible (the amount you pay before the plan begins to share costs), you owe 145.00 for that part. This claim was processed correctly under your plan. If you believe the knee pain was not separately addressed at your visit, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid 220.00 preventive in full; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created separately billed diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Says claim processed correctly and preventive was fully covered."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100Claude Sonnet 5 · Anthropic5.7s · 344 out | 3.8s · 283 out | 5.3s · 345 out
json{
"message": "Your annual wellness visit is a preventive service, so the plan paid the full allowed amount of 220.00 and you owe nothing for that part of the visit. During the same visit, you also talked with your doctor about knee pain, and the doctor evaluated and treated that specific problem. Because that evaluation is considered a diagnostic service, not a preventive one, it is billed separately at an allowed amount of 145.00. You have not yet met your deductible, which is the amount you pay before the plan starts sharing costs, so you owe the full 145.00 for that part of the visit. This is why one visit produced both a fully covered charge and a separate bill. If you believe the knee pain discussion should not have been billed as a separate service, you can ask your provider to review the coding; if they submit a corrected claim, the plan will reprocess it. This determination reflects how the claim was coded and processed under your plan's rules for preventive versus diagnostic care."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid 220.00 in full, 145.00 separate diagnostic"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation is separately billable diagnostic service with cost share"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim"
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive covered"
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone throughout"
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "Your annual wellness visit is covered at 100 percent, and you owe nothing for that part of the visit (line 1, allowed amount 220.00). During the same visit, you also asked your doctor about knee pain, and the doctor evaluated and treated it. That part of the visit is considered a separate diagnostic service, not preventive care, so it is subject to your plan's normal cost share. Because you have not yet met your deductible (the amount you pay before coinsurance starts), you owe the full allowed amount for that service: 145.00. This is why a \"free\" physical still resulted in a bill. If you believe the knee pain was not a separate issue from your wellness visit, you can ask your provider to review the coding, and we will reprocess the claim if it is corrected. You also have the right to file a formal appeal if you disagree with this decision."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States 220.00 preventive paid in full, 145.00 separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation is separately billable, subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing, plus appeal rights."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly; no error or non-coverage claimed."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "Your annual wellness visit is a preventive service, so the plan paid the full allowed amount of 220.00 and you owe nothing for that part of the visit. During the same visit, your doctor also evaluated and treated a new concern, your knee pain, which counts as a diagnostic service rather than preventive care. The allowed amount, which is the contracted rate the plan recognizes for a service, for that diagnostic visit was 145.00. Because you have not yet met your plan's deductible, the amount you pay before coinsurance begins, you owe the full 145.00 for that part of the visit. This is why your \"free\" physical still resulted in a bill: it covered two different types of services. If you believe the knee pain should not have been billed separately, you can ask your provider to review the coding, and if it is corrected, we will reprocess the claim. If you disagree with this determination, you have the right to file an appeal with the plan."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid in full 220.00; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new concern evaluated makes it diagnostic and subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing, plus appeal rights."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100Claude Sonnet 4.6 · Anthropic5.3s · 190 out | 7.0s · 269 out | 5.7s · 225 out
json{
"message": "Your annual wellness visit was covered at 100% as a preventive service, so you owe nothing for that part of the visit. However, your doctor also evaluated and treated a new concern — knee pain — during the same appointment. That evaluation is considered a diagnostic service (meaning it goes beyond routine prevention), and it is billed and covered separately from your wellness visit. Because your deductible (the amount you pay before the plan shares costs) has not been met yet this year, the 145.00 for the knee evaluation is your responsibility. If you believe the knee pain was not separately examined or treated, you can ask your doctor's office to review the billing codes and submit a corrected claim to us, which we will reprocess. You have the right to appeal this determination if you disagree with how the claim was processed."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive visit covered 100%, member owes nothing; 145.00 tied to separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new knee complaint became separately billable diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Directs member to ask provider to review codes; plan reprocesses corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-blaming tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "Your annual wellness visit was covered at 100% and you owe nothing for that service (Claim 2026-0688201, Line 1). However, during the same appointment your doctor also evaluated and treated a new concern — knee pain — which is considered a diagnostic service, not a preventive one. Diagnostic services are subject to your plan's normal cost sharing (the portion you pay before the plan covers costs), and because your deductible (the amount you pay each year before the plan begins sharing costs) has not yet been met, you are responsible for the full allowed amount of 145.00 for that service (Line 2). This is correct under your plan, which covers preventive care at 100% but applies your deductible to separately identified diagnostic services provided at the same visit. If you believe the knee pain was not separately addressed during your visit, you can ask your doctor's office to review and, if appropriate, correct the billing codes; the plan will reprocess the claim if a corrected one is submitted. You have the right to appeal this determination if you disagree with how the claim was processed — contact the Member Services number on your ID card for appeal instructions and deadlines."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States wellness visit covered 100% with zero owed; 145.00 separate diagnostic service (220.00 figure omitted)."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new knee complaint became separately billable diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review, reprocessing of corrected claim, and appeal route."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly and preventive care covered."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-blaming tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "Your annual wellness visit was covered at 100% and you owe nothing for that service (Line 1, 220.00 paid in full by the plan). However, your doctor also evaluated and treated a new complaint — knee pain — during the same visit. When a doctor addresses a new or existing health problem at a preventive visit, that portion of the visit is billed as a separate diagnostic service, which is not covered at 100% under your plan. Because your deductible (the amount you pay before the plan begins sharing costs) has not been met for the year, you are responsible for the full allowed amount of 145.00 for the diagnostic service. The plan has reviewed the claim and confirmed it processed correctly. If you believe the knee pain was not separately evaluated or treated, you may ask your provider to review and correct the billing codes; if the provider submits a corrected claim, the plan will reprocess it. Please contact your provider's billing office to start that process."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States wellness visit paid in full at 220.00 and 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new complaint at preventive visit becomes separately billable, subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Directs member to ask provider to review codes; plan reprocesses corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive covered 100%."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100Qwen3.7 Max · Alibaba62.3s · 3,559 out | 331.3s · 2,660 out | 35.6s · 2,997 out
Reasoning · 3,341 tokens
The user wants a message to a member explaining why they received a bill for an annual physical that they thought was "free".
The message must be 7 sentences or fewer.
It needs to explain the two lines of the claim:
Line 1: Preventive annual wellness visit, allowed 220.00, plan paid 220.00, member owes 0.00.
Line 2: Evaluation and management of a new complaint (knee pain), allowed 145.00. Diagnostic, not preventive. Member deductible not met, member owes 145.00.
Plan position: processed correctly. Preventive covered at 100%. Separately identifiable diagnostic service at the same visit is subject to normal cost share.
Actionable advice: If member believes knee pain was not separately addressed, ask provider to review/correct coding, and plan will reprocess.
Constraints:
- 7 sentences or fewer.
- Roughly 8th-grade reading level.
- Define terms of art if used (e.g., deductible, diagnostic).
- Exact dollar figures and dates (no dates provided except claim number, amounts: 220.00, 0.00, 145.00).
- No headers, no bullet points, no salutation/sign-off.
- No clinical advice.
- Include appeal rights/routes to resolution (ask provider to review/correct coding, plan will reprocess).
Drafting sentences:
1. Your recent annual wellness visit was covered as a preventive service, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part of the visit.
2. However, during the same visit, you discussed knee pain with your doctor, which was billed as a separate diagnostic service rather than a preventive one.
3. A diagnostic service is care provided to evaluate or treat a specific new health problem, and it is subject to your plan's normal cost-sharing rules.
4. Because you have not yet met your deductible, which is the amount you pay before the plan starts sharing costs, you are responsible for the 145.00 allowed amount for the knee pain evaluation.
5. If you feel the knee pain was not separately evaluated and treated, you can ask your doctor's office to review and correct the billing codes.
6. Once your doctor submits a corrected claim, we will reprocess it and update your balance if the changes apply.
Count sentences:
1. Your recent annual wellness visit was covered as a preventive service, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part of the visit. (1)
2. However, during the same visit, you discussed knee pain with your doctor, which was billed as a separate diagnostic service rather than a preventive one. (2)
3. A diagnostic service is care provided to evaluate or treat a specific new health problem, and it is subject to your plan's normal cost-sharing rules. (3)
4. Because you have not yet met your deductible, which is the amount you pay before the plan starts sharing costs, you are responsible for the 145.00 allowed amount for the knee pain evaluation. (4)
5. If you feel the knee pain was not separately evaluated and treated, you can ask your doctor's office to review and correct the billing codes. (5)
6. Once your doctor submits a corrected claim, we will reprocess it and update your balance if the changes apply. (6)
Total: 6 sentences. Under the 7-sentence limit.
Check constraints:
- 7 sentences or fewer? Yes (6).
- 8th-grade reading level? Yes.
- Define term of art? "diagnostic service" defined in sentence 3. "deductible" defined in sentence 4.
- Exact dollar figures? 220.00, 0.00, 145.00. (Wait, let me make sure they are plain numbers with two decimal places, no currency symbol. "220.00", "0.00", "145.00". The prompt says "Report every dollar amount as a plain number with two decimal places and no currency symbol...". So I should write "220.00" not "$220.00".)
- No headers, bullets, salutation, sign-off? Yes.
- Route to resolution included? Yes (ask doctor to review/correct, plan will reprocess).
Let's refine sentence 1 to ensure no currency symbol:
"Your recent annual wellness visit was covered as a preventive service, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part of the visit." -> Good.
Sentence 4: "...responsible for the 145.00 allowed amount..." -> Good.
Let's review the exact prompt instructions for money:
"Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text: 1234.50, not $1,234.50 and not "1234.5 dollars"."
So "220.00", "0.00", "145.00" are correct.
Let's check sentence count again.
1. Your recent annual wellness visit was covered as a preventive service, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part of the visit.
2. However, during the same visit, you discussed knee pain with your doctor, which was billed as a separate diagnostic service rather than a preventive one.
3. A diagnostic service is care provided to evaluate or treat a specific new health problem, and it is subject to your plan's normal cost-sharing rules.
4. Because you have not yet met your deductible, which is the amount you pay before the plan starts sharing costs, you are responsible for the 145.00 allowed amount for the knee pain evaluation.
5. If you feel the knee pain was not separately evaluated and treated, you can ask your doctor's office to review and correct the billing codes.
6. Once your doctor submits a corrected claim, we will reprocess it and update your balance if the changes apply.
Exactly 6 sentences. No salutations. No sign-offs.
Wait, is "allowed amount" a term of art that needs defining?
Glossary: "Allowed amount: the contracted rate the plan recognises for a service."
Maybe I can just say "the plan's approved amount of 220.00" or just "allowed amount of 220.00". I will use "allowed amount" and define it briefly if needed, or just rely on the context. "the plan's allowed amount, which is the contracted rate we recognize for the service, was 220.00..." That might make the sentence too long and complex.
Let's just use "allowed amount" as it's common, or define it: "the allowed amount (the maximum rate the plan recognizes for a service)".
Actually, the prompt says "Define any term of art the first time it appears."
Terms of art in my draft:
- preventive service (common enough, but maybe "preventive care")
- diagnostic service (defined in sentence 3)
- deductible (defined in sentence 4)
- allowed amount (let's define it).
Revised Sentence 1:
Your recent annual wellness visit was covered as a preventive service, so the plan paid the full allowed amount, which is the contracted rate the plan recognizes for a service, of 220.00 and you owe 0.00 for that part of the visit. (A bit clunky).
How about:
The plan covered your annual wellness visit as a preventive service and paid the full allowed amount of 220.00, meaning you owe 0.00 for that part of the visit. (Is "allowed amount" strictly a term of art requiring definition? The glossary includes it. Let's define it simply).
"The plan covered your annual wellness visit as a preventive service and paid the full allowed amount of 220.00, which is the contracted rate the plan recognizes for the service, so you owe 0.00 for that portion." (1)
Let's adjust:
1. The plan covered your annual wellness visit as a preventive service and paid the full allowed amount of 220.00, which is the contracted rate the plan recognizes for the service, so you owe 0.00 for that portion.
2. However, during the same visit, you discussed knee pain with your doctor, which was billed as a separate diagnostic service rather than a preventive one.
3. A diagnostic service is care provided to evaluate or treat a specific new health problem, and it is subject to your plan's normal cost-sharing rules.
4. Because you have not yet met your deductible, which is the amount you pay before the plan starts sharing costs, you are responsible for the 145.00 allowed amount for the knee pain evaluation.
5. If you feel the knee pain was not separately evaluated and treated, you can ask your doctor's office to review and correct the billing codes.
6. Once your doctor submits a corrected claim, we will reprocess it and update your balance if the changes apply.
Check sentence count: 6 sentences.
Check definitions:
- allowed amount: "the contracted rate the plan recognizes for the service"
- diagnostic service: "care provided to evaluate or treat a specific new health problem"
- deductible: "the amount you pay before the plan starts sharing costs"
Are there any other terms? "cost-sharing" -> maybe "cost share" as in the prompt. "normal cost share".
"preventive service" -> not in glossary, generally understood.
Let's refine sentence 1 to flow better:
"The plan covered your annual wellness visit as a preventive service and paid the full allowed amount of 220.00, which is the contracted rate the plan recognizes for a service, so you owe 0.00 for that portion." -> 1 sentence.
Sentence 2:
"However, during the same visit, you discussed knee pain with your doctor, which was billed as a separate diagnostic service rather than a preventive one." -> 1 sentence.
Sentence 3:
"A diagnostic service is care provided to evaluate or treat a specific new health problem, and it is subject to your plan's normal cost share." -> 1 sentence.
Sentence 4:
"Because you have not yet met your deductible, which is the amount you pay before the plan starts sharing costs, you are responsible for the 145.00 allowed amount for the knee pain evaluation." -> 1 sentence.
Sentence 5:
"If you feel the knee pain was not separately evaluated and treated, you can ask your doctor's office to review and correct the billing codes." -> 1 sentence.
Sentence 6:
"Once your doctor submits a corrected claim, we will reprocess it and update your balance if the changes apply." -> 1 sentence.
Total: 6 sentences.
Let's double check if I used any currency symbols.
220.00 - no
0.00 - no
145.00 - no
Check reading level: roughly 8th grade. The sentences are clear and not overly complex.
Check constraints:
- "no headers, no bullet points unless the facts genuinely need a list, no salutation or sign-off unless the item asks for a letter." -> Checked.
- "Respect any sentence limit the item gives." -> 7 sentences or fewer. I have 6.
- "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." -> 220.00, 0.00, 145.00. Checked.
- "Do not give clinical advice..." -> Checked.
- "Where the facts include appeal rights, deadlines, or a route to resolution, include them." -> Checked (ask provider to review and correct coding, plan will reprocess).
Is "allowed amount" defined well? "which is the contracted rate the plan recognizes for a service". Yes, matches glossary.
Is "deductible" defined well? "which is the amount you pay before the plan starts sharing costs". Glossary: "the amount a member pays at the allowed rate before coinsurance begins." My definition is close enough and more 8th-grade friendly. Let's make it closer to glossary: "which is the amount you must pay for covered services before the plan begins to pay its share".
Let's use: "which is the amount you pay before the plan begins to pay its share".
Sentence 4 revised:
"Because you have not yet met your deductible, which is the amount you pay before the plan begins to pay its share, you are responsible for the 145.00 allowed amount for the knee pain evaluation."
Let's review the whole text:
The plan covered your annual wellness visit as a preventive service and paid the full allowed amount of 220.00, which is the contracted rate the plan recognizes for a service, so you owe 0.00 for that portion. However, during the same visit, you discussed knee pain with your doctor, which was billed as a separate diagnostic service rather than a preventive one. A diagnostic service is care provided to evaluate or treat a specific new health problem, and it is subject to your plan's normal cost share. Because you have not yet met your deductible, which is the amount you pay before the plan begins to pay its share, you are responsible for the 145.00 allowed amount for the knee pain evaluation. If you feel the knee pain was not separately evaluated and treated, you can ask your doctor's office to review and correct the billing codes. Once your doctor submits a corrected claim, we will reprocess it and update your balance if the changes apply.
Count sentences again:
1. The plan covered... portion.
2. However... one.
3. A diagnostic... share.
4. Because... evaluation.
5. If you... codes.
6. Once... apply.
Total 6 sentences.
Perfect.
JSON format required:
```json
{
"message": "The plan covered your annual wellness visit as a preventive service and paid the full allowed amount of 220.00, which is the contracted rate the plan recognizes for a service, so you owe 0.00 for that portion. However, during the same visit, you discussed knee pain with your doctor, which was billed as a separate diagnostic service rather than a preventive one. A diagnostic service is care provided to evaluate or treat a specific new health problem, and it is subject to your plan's normal cost share. Because you have not yet met your deductible, which is the amount you pay before the plan begins to pay its share, you are responsible for the 145.00 allowed amount for the knee pain evaluation. If you feel the knee pain was not separately evaluated and treated, you can ask your doctor's office to review and correct the billing codes. Once your doctor submits a corrected claim, we will reprocess it and update your balance if the changes apply."
}
```
No other text.
All rules followed.
json{
"message": "The plan covered your annual wellness visit as a preventive service and paid the full allowed amount of 220.00, which is the contracted rate the plan recognizes for a service, so you owe 0.00 for that portion. However, during the same visit, you discussed knee pain with your doctor, which was billed as a separate diagnostic service rather than a preventive one. A diagnostic service is care provided to evaluate or treat a specific new health problem, and it is subject to your plan's normal cost share. Because you have not yet met your deductible, which is the amount you pay before the plan begins to pay its share, you are responsible for the 145.00 allowed amount for the knee pain evaluation. If you feel the knee pain was not separately evaluated and treated, you can ask your doctor's office to review and correct the billing codes. Once your doctor submits a corrected claim, we will reprocess it and update your balance if the changes apply."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid in full at 220.00; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain raised at visit became separately billable diagnostic service with cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Advises asking provider to review/correct codes; plan reprocesses corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; preventive described as covered."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 2,484 tokens
The user wants a message explaining to a member why their "free" annual physical resulted in a bill.
Constraints:
- Seven sentences or fewer.
- Explain the situation based on the provided facts.
- No headers, bullet points, salutations, or sign-offs.
- Eighth-grade reading level.
- Define terms of art if used.
- Use exact dollar figures and dates (none specifically required to be mentioned besides the amounts if needed, but let's see).
- No clinical advice.
- Include appeal rights/routes to resolution (provider review and correct coding, plan will reprocess).
Facts:
- Claim 2026-0688201
- Line 1: preventive annual wellness visit, in-network. Allowed 220.00. Plan paid 220.00. Member owes 0.00.
- Line 2: evaluation and management of a new complaint (knee pain). Allowed 145.00. Diagnostic, not preventive. Deductible not met. Member owes 145.00.
- Plan position: processed correctly. Preventive covered at 100%. Separately identifiable diagnostic service at same visit subject to normal cost share.
- Route to resolution: If member believes knee pain was not separately addressed, ask provider to review/correct coding, plan will reprocess.
Drafting the message:
Your recent annual wellness visit was covered at 100 percent, so you owe 0.00 for the preventive part of your appointment. However, because you also discussed and were treated for knee pain during the same visit, your doctor billed a separate diagnostic service for 145.00. Diagnostic services are not considered preventive care and are subject to your normal plan costs, including your yearly deductible. Since you have not yet met your deductible for the year, you are responsible for the 145.00 allowed amount for this diagnostic service. If you feel the knee pain was not separately addressed or evaluated, you can ask your doctor to review and correct the billing codes. Once your doctor submits a corrected claim, we will reprocess it and update your balance.
Sentence count check:
1. Your recent annual wellness visit was covered at 100 percent, so you owe 0.00 for the preventive part of your appointment.
2. However, because you also discussed and were treated for knee pain during the same visit, your doctor billed a separate diagnostic service for 145.00.
3. Diagnostic services are not considered preventive care and are subject to your normal plan costs, including your yearly deductible.
4. Since you have not yet met your deductible for the year, you are responsible for the 145.00 allowed amount for this diagnostic service.
5. If you feel the knee pain was not separately addressed or evaluated, you can ask your doctor to review and correct the billing codes.
6. Once your doctor submits a corrected claim, we will reprocess it and update your balance.
Total: 6 sentences. Under the 7-sentence limit.
Let's refine to ensure 8th-grade reading level and exact terms.
"allowed amount" - defined in glossary as the contracted rate the plan recognizes.
"deductible" - amount member pays before coinsurance begins.
Draft 2:
Your annual wellness visit was covered at 100 percent, meaning you owe 0.00 for the preventive portion of your appointment. During the same visit, your doctor also evaluated and treated your knee pain, which is billed as a separate diagnostic service with an allowed amount of 145.00. The allowed amount is the contracted rate our plan recognizes for a service. Because diagnostic services are not preventive, they are subject to your normal cost share and your yearly deductible. Since your deductible is not yet met, you owe the 145.00 for the knee pain evaluation. If you believe the knee pain was not separately addressed, please ask your provider to review and correct the coding. We will gladly reprocess your claim once we receive the corrected billing from your provider.
Sentence count:
1. Your annual wellness visit was covered at 100 percent, meaning you owe 0.00 for the preventive portion of your appointment.
2. During the same visit, your doctor also evaluated and treated your knee pain, which is billed as a separate diagnostic service with an allowed amount of 145.00.
3. The allowed amount is the contracted rate our plan recognizes for a service.
4. Because diagnostic services are not preventive, they are subject to your normal cost share and your yearly deductible.
5. Since your deductible is not yet met, you owe the 145.00 for the knee pain evaluation.
6. If you believe the knee pain was not separately addressed, please ask your provider to review and correct the coding.
7. We will gladly reprocess your claim once we receive the corrected billing from your provider.
Exactly 7 sentences. Let's make it 6 to be safe.
Draft 3:
Your annual wellness visit was covered at 100 percent, so you owe 0.00 for the preventive portion of your appointment. During the same visit, your doctor also evaluated your knee pain, which is billed as a separate diagnostic service with an allowed amount of 145.00. The allowed amount is the contracted rate our plan recognizes for a medical service. Because diagnostic services are not preventive, they are subject to your yearly deductible, which you have not yet met. If you believe the knee pain was not separately addressed, please ask your provider to review and correct the billing codes. We will reprocess your claim and update your balance once we receive the corrected billing.
Sentence count:
1. Your annual wellness visit was covered at 100 percent, so you owe 0.00 for the preventive portion of your appointment.
2. During the same visit, your doctor also evaluated your knee pain, which is billed as a separate diagnostic service with an allowed amount of 145.00.
3. The allowed amount is the contracted rate our plan recognizes for a medical service.
4. Because diagnostic services are not preventive, they are subject to your yearly deductible, which you have not yet met.
5. If you believe the knee pain was not separately addressed, please ask your provider to review and correct the billing codes.
6. We will reprocess your claim and update your balance once we receive the corrected billing.
6 sentences. Perfect.
Reading level: simple, clear.
Defines "allowed amount".
Mentions exact figures (0.00, 145.00).
No salutations/sign-offs.
No bullet points.
Explains the "why" and the route to resolution.
Check constraints:
- 7 sentences or fewer: Yes (6).
- No headers, bullets, salutation, sign-off: Yes.
- 8th grade reading level: Yes.
- Define term of art: "allowed amount" defined. "deductible" is common but could be defined? "yearly deductible, the amount you pay before the plan begins to share costs." Let's just use "yearly deductible" as it's widely understood, or define it briefly.
Let's adjust sentence 4:
"Because diagnostic services are not preventive, they are subject to your yearly deductible, which is the amount you pay out of pocket before the plan begins to share costs." -> a bit long.
Let's just define allowed amount, as it's the main term of art in the prompt's glossary that appears in the text.
Actually, the prompt says "Define any term of art the first time it appears."
Terms of art in glossary: Allowed amount, Deductible, Coinsurance, Copay, Out-of-pocket maximum, Embedded deductible, Aggregate deductible, Accumulator, Denominator, Numerator, Exclusion, Pend.
I used "allowed amount" and "deductible".
Let's define deductible too.
"Because diagnostic services are not preventive, they are subject to your yearly deductible, the amount you must pay before the plan starts sharing costs."
Let's recount sentences and refine:
1. Your annual wellness visit was covered at 100 percent, so you owe 0.00 for the preventive portion of your appointment.
2. During the same visit, your doctor also evaluated your knee pain, which is billed as a separate diagnostic service with an allowed amount of 145.00.
3. The allowed amount is the contracted rate our plan recognizes for a service.
4. Because diagnostic services are not preventive, they are subject to your yearly deductible, which is the amount you pay before the plan starts sharing costs.
5. Since your deductible is not yet met, you owe the 145.00 for the knee pain evaluation.
6. If you believe the knee pain was not separately addressed, please ask your provider to review and correct the billing codes so we can reprocess your claim.
6 sentences.
Let's check sentence 4: "Because diagnostic services are not preventive, they are subject to your yearly deductible, which is the amount you pay before the plan starts sharing costs." (1 sentence)
Sentence 5: "Since your deductible is not yet met, you owe the 145.00 for the knee pain evaluation." (1 sentence)
Sentence 6: "If you believe the knee pain was not separately addressed, please ask your provider to review and correct the billing codes so we can reprocess your claim." (1 sentence)
Total 6 sentences.
Wait, is "diagnostic service" a term of art? Not in the glossary.
Is "preventive" a term of art? Not in the glossary.
Let's review the exact text:
"Your annual wellness visit was covered at 100 percent, so you owe 0.00 for the preventive portion of your appointment. During the same visit, your doctor also evaluated your knee pain, which is billed as a separate diagnostic service with an allowed amount of 145.00. The allowed amount is the contracted rate our plan recognizes for a service. Because diagnostic services are not preventive, they are subject to your yearly deductible, which is the amount you pay before the plan starts sharing costs. Since your deductible is not yet met, you owe the 145.00 for the knee pain evaluation. If you believe the knee pain was not separately addressed, please ask your provider to review and correct the billing codes so we can reprocess your claim."
Count:
1. Your annual wellness visit was covered at 100 percent, so you owe 0.00 for the preventive portion of your appointment.
2. During the same visit, your doctor also evaluated your knee pain, which is billed as a separate diagnostic service with an allowed amount of 145.00.
3. The allowed amount is the contracted rate our plan recognizes for a service.
4. Because diagnostic services are not preventive, they are subject to your yearly deductible, which is the amount you pay before the plan starts sharing costs.
5. Since your deductible is not yet met, you owe the 145.00 for the knee pain evaluation.
6. If you believe the knee pain was not separately addressed, please ask your provider to review and correct the billing codes so we can reprocess your claim.
Exactly 6 sentences. Meets all requirements. No salutations. JSON format.
Keys required: "message"
No other keys.
JSON null for empty, but none empty.
No preamble.
Done.json{
"message": "Your annual wellness visit was covered at 100 percent, so you owe 0.00 for the preventive portion of your appointment. During the same visit, your doctor also evaluated your knee pain, which is billed as a separate diagnostic service with an allowed amount of 145.00. The allowed amount is the contracted rate our plan recognizes for a service. Because diagnostic services are not preventive, they are subject to your yearly deductible, which is the amount you pay before the plan starts sharing costs. Since your deductible is not yet met, you owe the 145.00 for the knee pain evaluation. If you believe the knee pain was not separately addressed, please ask your provider to review and correct the billing codes so we can reprocess your claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive covered 100 percent, 0.00 owed, and 145.00 as separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluated at same visit is separately billed and deductible-subject."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Invites provider coding review and offers reprocessing of the claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No admission of plan error; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-blaming tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 2,761 tokens
The user wants a member-facing message explaining why a "free" annual physical resulted in a bill.
The message must be 7 sentences or fewer.
No salutation or sign-off unless asked (not asked).
No headers, no bullet points unless needed.
Roughly 8th-grade reading level.
Define terms of art.
Use exact dollar figures and dates.
Do not give clinical advice.
Include appeal rights/routes to resolution.
Facts:
Claim 2026-0688201
Line 1: preventive annual wellness visit, in-network. Allowed 220.00. Plan paid 220.00. Member owes 0.00.
Line 2: evaluation and management of a new complaint (knee pain). Allowed 145.00. Diagnostic service, not preventive. Member deductible not met. Member owes 145.00.
Plan position: processed correctly. Preventive covered at 100%. Separately identifiable diagnostic service at same visit subject to normal cost share.
Route to resolution: If member believes knee pain was not separately addressed, ask provider to review and correct coding, plan will reprocess corrected claim.
Drafting the message:
Your recent annual wellness visit was covered as a preventive service, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part of the visit. However, during the same visit, your doctor also evaluated and treated a new complaint about knee pain. Because this knee evaluation was a diagnostic service rather than a preventive one, it was billed separately with an allowed amount of 145.00. Since you have not yet met your yearly deductible, which is the amount you pay before the plan starts sharing costs, you are responsible for this 145.00 charge. If you feel the knee pain was not separately addressed or evaluated, you can ask your doctor's office to review and correct the billing codes. Once your doctor submits a corrected claim, we will reprocess it and update your balance if necessary.
Count sentences:
1. Your recent annual wellness visit was covered as a preventive service, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part of the visit.
2. However, during the same visit, your doctor also evaluated and treated a new complaint about knee pain.
3. Because this knee evaluation was a diagnostic service rather than a preventive one, it was billed separately with an allowed amount of 145.00.
4. Since you have not yet met your yearly deductible, which is the amount you pay before the plan starts sharing costs, you are responsible for this 145.00 charge.
5. If you feel the knee pain was not separately addressed or evaluated, you can ask your doctor's office to review and correct the billing codes.
6. Once your doctor submits a corrected claim, we will reprocess it and update your balance if necessary.
Total: 6 sentences. Limit is 7.
Check constraints:
- 7 sentences or fewer? Yes (6).
- No headers, bullets, salutation, sign-off? Yes.
- 8th-grade reading level? Yes.
- Define terms of art? "deductible, which is the amount you pay before the plan starts sharing costs" - Yes. "allowed amount" - maybe define or just use the exact figure. Let's just say "the plan's allowed amount of 220.00".
- Exact dollar figures? 220.00, 0.00, 145.00. Yes.
- No clinical advice? Yes.
- Include route to resolution? Yes (ask doctor to review/correct coding, plan will reprocess).
Let's refine sentence 1 and 3 to ensure "allowed amount" is clear or just use the exact figures.
"Your recent annual wellness visit was covered as a preventive service, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part of the visit." (1)
"However, during the same visit, your doctor also evaluated and treated a new complaint about knee pain." (2)
"Because this knee evaluation was a diagnostic service to treat a specific issue rather than a preventive screening, it was billed separately with an allowed amount of 145.00." (3)
"Since you have not yet met your yearly deductible, which is the amount you must pay out of pocket before the plan begins to pay its share, you are responsible for this 145.00 charge." (4)
"If you believe the knee pain was not separately addressed during your visit, you may ask your provider to review and correct the billing codes." (5)
"Once we receive a corrected claim from your provider, we will reprocess it and adjust your bill if needed." (6)
Sentence count: 6.
Length: well under limits.
Tone: informative, neutral.
Figures: 220.00, 0.00, 145.00. (Wait, the prompt says "Report every dollar amount as a plain number with two decimal places and no currency symbol". I used 220.00, 0.00, 145.00. Good.)
Wait, should I include the claim number? The prompt doesn't strictly require it in the text, but it's good practice. I'll add it to the first sentence.
"Regarding claim 2026-0688201, your recent annual wellness visit..."
Let's recount sentences.
1. Regarding claim 2026-0688201, your recent annual wellness visit was covered as a preventive service, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part of the visit.
2. However, during the same visit, your doctor also evaluated and treated a new complaint about knee pain.
3. Because this knee evaluation was a diagnostic service to address a specific issue rather than a preventive screening, it was billed separately with an allowed amount of 145.00.
4. Since you have not yet met your yearly deductible, which is the amount you must pay out of pocket before the plan begins to pay its share, you are responsible for this 145.00 charge.
5. If you believe the knee pain was not separately addressed during your visit, you may ask your provider to review and correct the billing codes.
6. Once we receive a corrected claim from your provider, we will reprocess it and adjust your bill if needed.
Total 6 sentences.
Check definitions:
- deductible: "the amount you must pay out of pocket before the plan begins to pay its share"
- allowed amount: "allowed amount" is used, but not explicitly defined. The glossary says "Allowed amount: the contracted rate the plan recognises for a service." Let's define it briefly or just say "the plan's recognized rate of 220.00".
Let's change "allowed amount" to "the plan's allowed amount, which is the contracted rate we recognize for a service, of 220.00" -> a bit clunky.
"the plan paid the full allowed amount (the contracted rate we recognize for the service) of 220.00"
Let's just use "allowed amount of 220.00". Is "allowed amount" a term of art that needs defining? "Define any term of art the first time it appears." Yes.
"so the plan paid the full allowed amount, which is the contracted rate we recognize for a covered service, of 220.00 and you owe 0.00 for that part of the visit." -> 1 sentence.
Let's adjust:
1. Regarding claim 2026-0688201, your recent annual wellness visit was covered as a preventive service, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part of the visit. (I'll just say "allowed amount of 220.00" and define it if needed, or maybe "allowed amount, or the contracted rate we recognize for the service, of 220.00").
Actually, "allowed amount" is in the glossary. Let's write: "...so the plan paid the full allowed amount, which is the contracted rate we recognize for a service, of 220.00 and you owe 0.00 for that part of the visit."
Wait, "allowed amount of 220.00" is fine if I define it.
Let's try: "Regarding claim 2026-0688201, your recent annual wellness visit was covered as a preventive service, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part of the visit." (1)
"An allowed amount is the contracted rate the plan recognizes for a service." (2) -> This makes it 7 sentences if I add it.
Let's combine:
1. Regarding claim 2026-0688201, your recent annual wellness visit was covered as a preventive service, so the plan paid the full allowed amount, which is the contracted rate we recognize for a service, of 220.00 and you owe 0.00 for that part of the visit.
2. However, during the same visit, your doctor also evaluated and treated a new complaint about knee pain.
3. Because this knee evaluation was a diagnostic service to address a specific issue rather than a preventive screening, it was billed separately with an allowed amount of 145.00.
4. Since you have not yet met your yearly deductible, which is the amount you must pay out of pocket before the plan begins to pay its share, you are responsible for this 145.00 charge.
5. If you believe the knee pain was not separately addressed during your visit, you may ask your provider to review and correct the billing codes.
6. Once we receive a corrected claim from your provider, we will reprocess it and adjust your bill if needed.
Sentence count: 6.
All constraints met.
No salutation, no sign off.
JSON format required.
```json
{
"message": "Regarding claim 2026-0688201, your recent annual wellness visit was covered as a preventive service, so the plan paid the full allowed amount, which is the contracted rate we recognize for a service, of 220.00 and you owe 0.00 for that part of the visit. However, during the same visit, your doctor also evaluated and treated a new complaint about knee pain. Because this knee evaluation was a diagnostic service to address a specific issue rather than a preventive screening, it was billed separately with an allowed amount of 145.00. Since you have not yet met your yearly deductible, which is the amount you must pay out of pocket before the plan begins to pay its share, you are responsible for this 145.00 charge. If you believe the knee pain was not separately addressed during your visit, you may ask your provider to review and correct the billing codes. Once we receive a corrected claim from your provider, we will reprocess it and adjust your bill if needed."
}
```
Double check sentence count:
1. Regarding claim 2026-0688201, your recent annual wellness visit was covered as a preventive service, so the plan paid the full allowed amount, which is the contracted rate we recognize for a service, of 220.00 and you owe 0.00 for that part of the visit.
2. However, during the same visit, your doctor also evaluated and treated a new complaint about knee pain.
3. Because this knee evaluation was a diagnostic service to address a specific issue rather than a preventive screening, it was billed separately with an allowed amount of 145.00.
4. Since you have not yet met your yearly deductible, which is the amount you must pay out of pocket before the plan begins to pay its share, you are responsible for this 145.00 charge.
5. If you believe the knee pain was not separately addressed during your visit, you may ask your provider to review and correct the billing codes.
6. Once we receive a corrected claim from your provider, we will reprocess it and adjust your bill if needed.
Total: 6 sentences.
json{
"message": "Regarding claim 2026-0688201, your recent annual wellness visit was covered as a preventive service, so the plan paid the full allowed amount, which is the contracted rate we recognize for a service, of 220.00 and you owe 0.00 for that part of the visit. However, during the same visit, your doctor also evaluated and treated a new complaint about knee pain. Because this knee evaluation was a diagnostic service to address a specific issue rather than a preventive screening, it was billed separately with an allowed amount of 145.00. Since you have not yet met your yearly deductible, which is the amount you must pay out of pocket before the plan begins to pay its share, you are responsible for this 145.00 charge. If you believe the knee pain was not separately addressed during your visit, you may ask your provider to review and correct the billing codes. Once we receive a corrected claim from your provider, we will reprocess it and adjust your bill if needed."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid in full at 220.00, 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new knee complaint was separately billable diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-blaming tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100GLM-5.3 · Z.ai11.9s · 2,785 out | 2.9s · 170 out | 7.7s · 1,341 out
Reasoning · 2,571 tokens
The task: write a member-facing message explaining why a "free" annual physical produced a bill. Seven sentences or fewer. Required key: "message".
Facts:
- Claim 2026-0688201
- Line 1: preventive annual wellness visit, in-network, allowed 220.00, plan paid 220.00, member owes 0.00.
- Line 2: E&M of a new complaint (knee pain) addressed at same visit — diagnostic, not preventive. Allowed 145.00. Deductible not met. Member owes 145.00.
- Plan position: processed correctly. Preventive covered 100%; separately identifiable diagnostic service at same visit is subject to normal cost share.
- If member believes knee pain was not separately addressed, they may ask provider to review and correct coding, plan will reprocess a corrected claim.
Message should be eighth-grade reading level, define terms of art first use (e.g., "allowed amount", "deductible", maybe "diagnostic"). Use exact dollar figures: 220.00, 145.00. No new figures. Include appeal/resolution route: ask provider to review/correct coding; plan will reprocess corrected claim.
Note the output contract says report dollar amounts as plain numbers with two decimal places — that applies to my answers; in the message, I should use the figures. Should I write "220.00" in prose? The ground rule 4 says report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text. So in the message I should write 220.00 rather than $220.00. That's a bit odd for member-facing text but the contract is mechanical. I'll use "220.00 dollars"? No — no trailing text. Just "220.00". Hmm, but that could read awkwardly. The rule says: 1234.50, not $1,234.50 and not "1234.5 dollars". So plain "220.00". I'll phrase it as "the plan paid the full allowed amount of 220.00" — allowed amount being the contracted rate the plan recognizes. Define "allowed amount" as the contracted rate. Define "deductible" as the amount you pay before the plan starts sharing costs.
Seven sentences or fewer. Let me draft.
Draft:
"Your annual physical on claim 2026-0688201 was processed at no cost to you: the plan paid the full allowed amount of 220.00, which is the contracted rate for the visit. The bill you received is for a second, separate service from the same visit. When you raised knee pain, your doctor evaluated and treated it, and that work is billed as a diagnostic service, meaning care for a specific problem rather than a routine checkup. Diagnostic services are not covered at 100 percent; they follow the plan's normal cost share, and because your deductible — the amount you pay each year before the plan begins sharing costs — has not been met, you owe 145.00 of the 145.00 allowed amount for that service. The claim was processed correctly under your plan's rules: preventive care is free, but a separate problem addressed at the same visit is not. If you believe your knee pain was not evaluated as a separate service, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim at no charge... "
Hmm "at no charge" — don't add figures not in facts. "We will reprocess the corrected claim." Also don't promise outcome.
Count sentences. Let me tighten.
Sentence 1: "Your annual wellness visit was paid in full by the plan, so that part of the visit cost you nothing."
Sentence 2: "The allowed amount — the contracted rate your plan recognizes — for the preventive visit was 220.00, and the plan paid all of it."
Sentence 3: "The bill is for a separate service from the same visit: when you raised knee pain, your doctor evaluated and treated it, and that work is coded as a diagnostic service, meaning care for a specific new problem rather than a routine checkup."
Sentence 4: "Diagnostic services follow the plan's normal cost share instead of being covered at 100 percent."
Sentence 5: "Because your deductible — the amount you pay each year before the plan begins sharing costs — has not been met, you owe 145.00, the full allowed amount for that service."
Sentence 6: "If you believe your knee pain was not addressed as a separate service, you may ask your provider to review and correct the coding, and we will reprocess a corrected claim."
That's six sentences. Good. Eight grade level — okay, decent. Avoid semicolons maybe; fine either way.
Should I mention claim number? "on claim 2026-0688201" — good to include. Include it.
Should I mention the plan's position that the claim processed correctly? Yes, incorporate: "The claim processed correctly under these rules" — could fold into sentence 4 or add. Let me restructure to keep ≤ 7.
Final draft:
"We reviewed claim 2026-0688201, and it processed correctly — here is why you received a bill." (sentence 1)
"Your annual wellness visit is preventive care, and the plan paid its full allowed amount of 220.00, so that part of the visit cost you nothing." (2) — define allowed amount: "the allowed amount, which is the contracted rate the plan recognizes, was 220.00 and the plan paid it in full."
Let me write carefully with definitions:
1. "We reviewed claim 2026-0688201 and found it processed correctly, and here is why you received a bill."
2. "Your annual wellness visit is preventive care, and the plan paid the full allowed amount of 220.00 for it; the allowed amount is the contracted rate your plan recognizes, so that part of the visit cost you nothing."
3. "During the same visit, you raised knee pain and your doctor evaluated and treated it, which is billed as a separate diagnostic service — care for a specific new problem rather than a routine checkup."
4. "Diagnostic services are not covered at 100 percent; they follow the plan's normal cost share."
5. "Because your deductible, the amount you pay each year before the plan begins sharing costs, has not been met, you owe 145.00 for this service."
6. "If you believe your knee pain was not addressed as a separate service, you may ask your provider to review and correct the coding, and we will reprocess the corrected claim."
Six sentences. Dollar amounts as plain numbers: 220.00, 145.00. Good. No new figures. Includes resolution route. Doesn't promise outcome ("we will reprocess the corrected claim" is supported by facts). Doesn't give clinical advice. Reading level okay.
Maybe avoid semicolon-heavy structure for eighth-grade readability. Rewrite sentence 2: "Your annual wellness visit counts as preventive care, so the plan paid the full allowed amount of 220.00 for it. The allowed amount is the contracted rate your plan recognizes." That adds a sentence. Let me count total: 1, 2a, 2b, 3, 4, 5, 6 = 7. That works exactly at the limit. Fine.
Actually sentence 4 and 5 could merge: "Diagnostic services are not covered at 100 percent, and because your deductible — the amount you pay each year before the plan begins sharing costs — has not been met, you owe 145.00 for this service." That keeps to 6 sentences and gives room.
Final:
"We reviewed claim 2026-0688201 and found that it processed correctly, and we can explain why you received a bill. Your annual wellness visit counts as preventive care, so the plan paid the full allowed amount of 220.00 for it, which means that part of the visit cost you nothing. (The allowed amount is the contracted rate your plan recognizes for a service.) During the same visit, you raised knee pain and your doctor evaluated and treated it, and that work is billed as a separate diagnostic service, meaning care for a specific new problem rather than a routine checkup. Diagnostic services are not covered at 100 percent, and because your deductible, the amount you pay each year before the plan starts sharing costs, has not been met, you owe 145.00 for this service. If you believe your knee pain was not addressed as a separate service, you may ask your provider to review and correct the coding, and we will reprocess the corrected claim."
That's 6 sentences (the parenthetical counts as a sentence-ish; to be safe make it part of sentence 2 with a dash or comma). Let me finalize:
Sentence 1: "We reviewed claim 2026-0688201 and found that it processed correctly, and we can explain why you received a bill."
Sentence 2: "Your annual wellness visit counts as preventive care, so the plan paid the full allowed amount — the contracted rate your plan recognizes for a service — of 220.00, and that part of the visit cost you nothing."
Sentence 3: "During the same visit, you raised knee pain and your doctor evaluated and treated it, and that work is billed as a separate diagnostic service, which means care for a specific new problem rather than a routine checkup."
Sentence 4: "Diagnostic services are not covered at 100 percent, and because your deductible, the amount you pay each year before the plan starts sharing costs, has not been met, you owe 145.00 for this service."
Sentence 5: "If you believe your knee pain was not addressed as a separate service, you may ask your provider to review and correct the coding, and we will reprocess the corrected claim."
Five sentences. Good, under the limit. Everything accurate, uses exact figures, no new figures, includes route to resolution, doesn't promise a specific outcome of recoding, defines allowed amount and deductible and diagnostic. Eighth-grade-ish; sentences a bit long but okay. Maybe split sentence 2 and 4 to improve readability while staying ≤7.
Sentence 2a: "Your annual wellness visit counts as preventive care, so the plan paid the full allowed amount of 220.00 for it."
Sentence 2b: "The allowed amount is the contracted rate your plan recognizes for a service."
Sentence 4a: "Diagnostic services are not covered at 100 percent like preventive care."
Sentence 4b: "Because your deductible — the amount you pay each year before the plan starts sharing costs — has not been met, you owe 145.00 for this service."
Total: 1, 2a, 2b, 3, 4a, 4b, 5 = 7 sentences. Exactly at limit. Hmm, safer to be at 6. I'll keep some merged. Let me settle:
1. "We reviewed claim 2026-0688201 and found that it processed correctly, and we can explain why you received a bill."
2. "Your annual wellness visit counts as preventive care, so the plan paid the full allowed amount of 220.00 for it — the allowed amount is the contracted rate your plan recognizes for a service — and that part of your visit cost you nothing."
3. "During the same visit, you told your doctor about knee pain, and the doctor evaluated and treated it."
4. "That work is billed as a separate diagnostic service, which means care for a specific new problem rather than a routine checkup."
5. "Diagnostic services are not covered at 100 percent, and because your deductible — the amount you pay each year before the plan starts sharing costs — has not been met, you owe 145.00 for this service."
6. "If you believe your knee pain was not addressed as a separate service, you may ask your provider to review and correct the coding, and we will reprocess the corrected claim."
Six sentences. Good.
One nit: "we will reprocess the corrected claim" — facts say "the plan will reprocess a corrected claim." Fine.
Output exactly one fenced JSON block with key "message". No extrakeys.json{
"message": "We reviewed claim 2026-0688201 and found that it processed correctly, and we can explain why you received a bill. Your annual wellness visit counts as preventive care, so the plan paid the full allowed amount of 220.00 for it — the allowed amount is the contracted rate your plan recognizes for a service — and that part of your visit cost you nothing. During the same visit, you told your doctor about knee pain, and the doctor evaluated and treated it. That work is billed as a separate diagnostic service, which means care for a specific new problem rather than a routine checkup. Diagnostic services are not covered at 100 percent, and because your deductible — the amount you pay each year before the plan starts sharing costs — has not been met, you owe 145.00 for this service. If you believe your knee pain was not addressed as a separate service, you may ask your provider to review and correct the coding, and we will reprocess the corrected claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid 220.00 preventive in full; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new knee complaint became separately billable diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly and preventive covered fully."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{"message": "Your annual wellness visit was covered at 100 percent, and you owe nothing for it. During that same visit, you asked your doctor about knee pain, and your doctor evaluated and treated it. Because that care addressed a new problem rather than routine prevention, it counts as a diagnostic service, which is billed separately. Your plan has not yet met its deductible, which is the amount you pay for covered services each year before the plan begins sharing costs. That is why you were billed 145.00 for the knee-pain evaluation, while the preventive visit itself cost you 0.00. If you believe your knee pain was not separately addressed at the visit, you can ask your provider to review and correct the billing codes, and we will reprocess the corrected claim at no cost to you."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive visit covered 100 percent, member owes 0.00, and 145.00 is the separate diagnostic knee service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new problem addressed at visit becomes separately billed diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame or scolding."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 1,224 tokens
The member had a "free" annual physical but got a bill. The reason: two services at the same visit. Line 1 (preventive wellness visit) was paid at 100% — member owes 0.00. Line 2 was a diagnostic evaluation of knee pain — a new problem raised at the visit — which is subject to cost share; deductible not met, so member owes 145.00 at the allowed rate.
I need to explain:
- The annual physical itself was covered in full, $0.
- The knee pain evaluation is a separate diagnostic service, not preventive.
- Because deductible not met, member owes 145.00 (the allowed amount, not billed).
- Route to resolution: if member believes knee pain wasn't separately addressed, ask provider to review and correct the coding, and plan will reprocess a corrected claim.
Seven sentences or fewer. Eighth-grade reading level. Define terms of art: "preventive" service, "deductible" maybe, "allowed amount" maybe. Use exact figures: 220.00, 145.00, 0.00. Dates: claim number 2026-0688201.
No bullet points. Write as member will read it. Keep to seven sentences or fewer.
Draft:
"Your recent visit produced a bill because two different services happened at the same appointment. Your annual wellness visit is a preventive service, which your plan covers at 100 percent, so the full allowed amount of 220.00 was paid and you owe 0.00 for it. During that visit you also raised knee pain, and your doctor evaluated and treated it; that is a diagnostic service, meaning care for a specific problem, and it is not part of the free preventive visit. Diagnostic services follow your plan's normal cost sharing, and because you have not yet met your deductible — the amount you pay each year before the plan starts sharing costs — you owe the full allowed amount of 145.00 for that service. Note that you are billed based on the allowed amount, the rate your plan has agreed to with this provider, not the provider's full charge. If you believe your knee pain was not separately evaluated, you can ask your provider to review and correct the coding on the claim, and we will reprocess a corrected claim at no charge. Your claim number is 2026-0688201."
Count sentences: 1, 2, 3, 4, 5, 6, 7. Seven sentences. Good.
Wait — "at no charge" — the facts don't say reprocessing is free of charge; they say the plan will reprocess a corrected claim. I shouldn't promise an outcome not in the facts. Remove "at no charge."
Also, should I say the claim processed correctly? The plan position says the claim processed correctly. I can state the plan's position. But keep it simple.
Refine sentence 6: "If you believe your knee pain was not separately addressed at the visit, you may ask your provider to review and correct the coding, and we will reprocess the corrected claim."
Dollar figures: should they be formatted plain? The task says "Use the exact dollar figures and dates supplied." In the member message context, writing "220.00" without a dollar sign might look odd to a member, but the harness says money amounts reported as plain numbers with two decimal places. The output contract applies broadly. In member-facing text, "$220.00" would be natural, but the ground rules say "Report every dollar amount as a plain number with two decimal places and no currency symbol". I'll follow the harness rule: 220.00, 145.00, 0.00.
Reading level: eighth grade. "Allowed amount" — define. "Deductible" — define. "Diagnostic" — define.
Final check on sentence count and no bullets. Also no salutation/sign-off.
Let me finalize:
"Your visit on this claim included two services, and only one of them is free. Your annual wellness visit is preventive care, which the plan covers at 100 percent: the plan paid the full allowed amount of 220.00 and you owe 0.00 for it. Because you also raised knee pain and your doctor evaluated and treated it, that part of the visit is a diagnostic service — care for a specific new problem — and it is not covered as preventive. Diagnostic services follow the plan's normal cost sharing, and since your deductible (the amount you pay each year before the plan begins sharing costs) has not been met, you owe 145.00 for that service. That 145.00 is based on the allowed amount, the contracted rate the plan recognizes for this service, not on the provider's billed charge. We have reviewed the claim and confirmed it processed correctly under these rules. If you believe your knee pain was not separately addressed, you may ask your provider to review and correct the coding, and we will reprocess the corrected claim; your claim number is 2026-0688201."
That's 7 sentences. Good.
Hmm, "free" — the member called it free. I address that. Sentence 1 says "only one of them is free" — fine.
The message key only. Output contract says reply with exactly one fenced JSON block.
JSON: {"message": "..."}json{
"message": "Your visit on claim 2026-0688201 included two services, and only one of them is free. Your annual wellness visit is preventive care, which the plan covers at 100 percent: the plan paid the full allowed amount of 220.00 and you owe 0.00 for it. Because you also raised knee pain and your doctor evaluated and treated it, that part of the visit is a diagnostic service, meaning care for a specific new problem, and it is not covered as preventive. Diagnostic services follow the plan's normal cost sharing, and since your deductible, the amount you pay each year before the plan begins sharing costs, has not been met, you owe 145.00 for that service. That 145.00 is based on the allowed amount, the contracted rate the plan recognizes for this service, not on the provider's billed charge. We reviewed the claim and confirmed it processed correctly under these rules. If you believe your knee pain was not separately addressed at the visit, you may ask your provider to review and correct the coding, and we will reprocess the corrected claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid in full 220.00, 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created separately billable diagnostic service subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly; preventive covered at 100 percent."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100Qwen3.8 Max · Alibaba12.4s · 530 out | 68.0s · 1,039 out | 51.1s · 2,196 out
Reasoning · 354 tokens
We need answer user's request. Need produce final JSON only. Need craft member-facing message <=7 sentences. Must include exact dollar figures and dates supplied? No dates supplied. Need explain why free annual physical produced bill. Include appeal/rights? Facts: if member believes knee pain not separately addressed, ask provider review/correct coding, plan reprocess corrected claim. Need no clinical advice. Need define term of art? deductible? Maybe "deductible (the amount you pay before the plan begins sharing costs)" first time. Need seven sentences or fewer. Message only string in JSON key message. Ensure exact figures 220.00, 145.00, 0.00. Could say: "Your annual wellness visit was preventive, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part." "During the same visit, your doctor also evaluated and treated your knee pain, which is a diagnostic service, not preventive." "The allowed amount for that service was 145.00." "Because your deductible—the amount you pay before the plan starts sharing costs—has not been met, you owe 145.00." "This means the bill was not for the free physical itself, but for the separately addressed knee pain care." "If you believe the knee pain was not separately addressed, ask your provider to review and correct the coding." "If a corrected claim is submitted, the plan will reprocess it." That's 7 sentences. Need maybe mention in-network? Not necessary. Need exact figures. Good. JSON only. Ensure escape newlines? Could have message string. No extra keys. final.json{
"message": "Your annual wellness visit was preventive, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part. During the same visit, your doctor also evaluated and treated your knee pain, which is a diagnostic service, not preventive. The allowed amount for that service was 145.00. Because your deductible—the amount you pay before the plan starts sharing costs—has not been met, you owe 145.00. This means the bill was not for the free physical itself, but for the separately addressed knee pain care. If you believe the knee pain was not separately addressed, ask your provider to review and correct the coding. If a corrected claim is submitted, the plan will reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid 220.00 in full; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation is separately billable diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Advises asking provider to review coding; plan reprocesses corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive covered fully."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 865 tokens
We need answer user's request. Need produce final exactly one fenced JSON code block with key message string. Need member-facing text <=7 sentences. Explain why free annual physical produced bill. Use exact dollar figures and dates supplied. No extra figures. Need define term of art maybe diagnostic service? Need include appeal/resolution route: if member believes knee pain not separately addressed, ask provider to review/correct coding, plan will reprocess corrected claim. Need no clinical advice. Sentence limit 7. Need terse eighth-grade. Could be:
"Your annual wellness visit was preventive, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part. During the same visit, your doctor also evaluated and treated your knee pain as a new problem. That knee-pain care was billed separately as a diagnostic service, which means it was to find or treat a problem rather than prevent one. Because it was diagnostic and your deductible had not been met, you owe 145.00. The plan processed the claim correctly under your benefits. If you believe the knee pain was not separately addressed, ask your provider to review and correct the coding. If we receive a corrected claim, we will reprocess it."
Count sentences 7. Check exact dollars 220.00, 0.00, 145.00. Dates none. Terms defined: diagnostic service defined. "deductible" maybe term not defined but probably okay? Define deductible? Maybe add definition but sentence limit. Could say "deductible, the amount you pay before the plan starts sharing costs, had not been met" but longer. Need <=7. Include term of art first time. Diagnostic defined. Deductible also term of art? Should define first time. Sentence 4: "Because it was diagnostic and your deductible—the amount you must pay before the plan shares costs—had not been met, you owe 145.00." That's okay. Need no bullet. Need message only in JSON. Ensure no currency symbols.
Need think if "allowed amount" term? We mention full allowed amount maybe define? Could avoid term? "the plan paid the full 220.00 it allows for that service" maybe defines allowed? But exact figure. Could say "the plan paid the full allowed amount of 220.00". Allowed amount maybe term of art; define? First time: "allowed amount, the amount the plan recognizes for the service," maybe too long. Task says use exact dollar figures; no need define allowed if not using? But if saying allowed amount, define. Simpler: "Your annual wellness visit was preventive, so the plan paid the full 220.00 for that part and you owe 0.00." That avoids allowed amount. But facts say allowed 220, plan paid 220. Fine. Need mention bill? The member owes 145.00. Need explain. Seven sentences. Let's count:
1 Your annual wellness visit was preventive, so the plan paid the full 220.00 for that part and you owe 0.00.
2 During the same visit, your doctor also evaluated and treated your knee pain as a new problem.
3 That knee-pain care was billed separately as a diagnostic service, which means it was to find or treat a problem rather than prevent one.
4 Because it was diagnostic and your deductible—the amount you must pay before the plan starts sharing costs—had not been met, you owe 145.00.
5 The plan processed the claim correctly under your benefits.
6 If you believe the knee pain was not separately addressed, ask your provider to review and correct the coding.
7 If we receive a corrected claim, we will reprocess it.
This is 7 sentences. Is "under your benefits" okay. Does it promise? no. Appeal rights? It includes route. It doesn't say formal appeal rights because facts give correction route. Good. Need JSON escape em dash okay. Ensure valid JSON. final only fenced JSON.json{
"message": "Your annual wellness visit was preventive, so the plan paid the full 220.00 for that part and you owe 0.00. During the same visit, your doctor also evaluated and treated your knee pain as a new problem. That knee-pain care was billed separately as a diagnostic service, which means it was to find or treat a problem rather than prevent one. Because it was diagnostic and your deductible—the amount you must pay before the plan starts sharing costs—had not been met, you owe 145.00. The plan processed the claim correctly under your benefits. If you believe the knee pain was not separately addressed, ask your provider to review and correct the coding. If we receive a corrected claim, we will reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid in full 220.00; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new problem billed separately as diagnostic, subject to deductible cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Directs member to ask provider to review coding; plan will reprocess corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Says claim processed correctly; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, informative tone; no blame."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 2,009 tokens
We need answer user's request. Need produce final JSON only. Need craft member message <=7 sentences. Explain why free annual physical produced bill. Include exact figures/dates? No dates supplied except claim number? Use exact dollar figures. Need define term of art? Maybe deductible. Mention appeal/rights? Facts: if believes knee pain not separately addressed, ask provider review/correct coding, plan will reprocess corrected claim. Need message no headers. JSON with "message". Need ensure <=7 sentences. Need concise, eighth grade. Need no clinical advice. Could say:
"Your annual wellness visit was covered in full, so you owe $0.00 for that part." But money format? User says report money plain number two decimals no currency symbol. In message perhaps use 220.00 and 145.00 no $. Exact dollar figures supplied. Need maybe allowed amounts? The bill is because knee pain evaluated as diagnostic. "During the same visit, you talked about knee pain, and the doctor evaluated and treated it." "That part is a diagnostic service, not preventive, so normal cost share applies." "Your deductible is the amount you pay before the plan starts sharing costs; because your deductible was not met, you owe 145.00." Need exact figure 145.00. "If you believe the knee pain was not separately addressed, ask your provider to review and correct the coding." "If a corrected claim is sent, we will reprocess it." That's 6? Let's count.
1 Your annual preventive wellness visit was covered at 100 percent, so you owe 0.00 for that service.
2 During the same visit, you brought up knee pain, and your doctor evaluated and treated it.
3 This extra care is a diagnostic service, not a preventive service.
4 Diagnostic services use the plan's normal cost share.
5 Your deductible is the amount you pay before the plan begins to share costs, and it was not met, so you owe 145.00.
6 If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding.
7 The plan will reprocess a corrected claim.
That's 7. Need maybe include claim number? Not required. Could include "Claim 2026-0688201"? Might help. But sentence count. Need no dollar sign. Could say "Allowed amount for the knee visit was 145.00". But member owes 145.00. Need define deductible. Maybe allowed amount term? It is not necessary? We say you owe 145.00. But if using term allowed amount? No. Need exact dollar figures supplied: allowed 220? Could mention plan paid 220.00 for preventive? It says use exact dollar figures and dates supplied; do not introduce a figure not in facts. Does that require all figures? Probably if mentioned use exact. We can include 220.00 and 145.00. If we mention plan paid 220.00, member owes 0.00. Need no currency symbol. Maybe:
"Your preventive annual wellness visit had an allowed amount of 220.00, and the plan paid all of it, so you owe 0.00 for that part." Define allowed? "Allowed amount is the contracted rate the plan recognizes for a service." Might be term of art. If use allowed amount, define first time. But reading level. Could avoid allowed amount except owed. But facts include allowed. The bill explanation: The bill is 145.00 due to deductible not met. We can avoid allowed amount. But "normal cost share" maybe term? Define cost share? Could. Need message at eighth grade. Terms of art: preventive, diagnostic, deductible, cost share? Define first time. "Cost share is the part of the bill you pay." Maybe too many sentences. Need <=7. Let's craft with necessary definitions.
Possible final message:
"Your annual preventive wellness visit was covered at 100 percent, so you owe 0.00 for that service. During the same visit, you brought up knee pain, and your doctor evaluated and treated it. That extra care is a diagnostic service, which means it looks for or treats a problem rather than preventing one. Diagnostic services are subject to normal cost share, meaning the portion of the bill you pay under your plan. Because your deductible, the amount you pay before the plan starts sharing costs, was not met, you owe 145.00. If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding. The plan will reprocess a corrected claim."
Count: 1 Your annual... 2 During... 3 That extra... 4 Diagnostic... 5 Because... 6 If... 7 The plan... = 7. Good. Does it promise outcome? reprocess corrected claim supported. Does it include appeal rights/deadline? No deadline supplied. Route resolution included. Good.
Need JSON object only. Need ensure message string with no newline? fine. Use plain numbers no $. Should we include claim number? Not necessary. Could mention "claim 2026-0688201" but sentence count. If not include maybe okay. But member explanation probably with claim number helpful. Yet not required. If include, add sentence? Could combine: "For claim 2026-0688201, your annual..." That's fine. Count same. Let's include claim number? Facts supply claim number. Might be helpful. Sentence 1: "For claim 2026-0688201, your annual preventive wellness visit was covered at 100 percent, so you owe 0.00 for that service." Good.
Need check "free" annual physical produced bill. We explained. Use "physical"? Annual wellness visit. Good.
Could there be issue: line 1 allowed 220.00 plan paid 220.00 member owes 0.00. We didn't mention 220.00. Is that okay? The instruction says use exact dollar figures and dates supplied; do not introduce a figure not in facts. It might mean any figures used must exact, not necessarily use all. But maybe include 220.00 to be safe. Sentence 1: "For claim 2026-0688201, the plan paid 220.00 for your preventive annual wellness visit, so you owe 0.00 for that service." That's clear. Then no need allowed. But 220.00 exact. Sentence 5 owe 145.00. Good. Need define preventive? Not necessary? "Preventive" common? Could define? Maybe term of art. But annual preventive wellness visit. The key term diagnostic. Define diagnostic. "Diagnostic service" maybe term of art; define in sentence 3. "That extra care is a diagnostic service, which means it evaluates or treats a health problem rather than preventing one." Good.
Cost share? We mention normal cost share. Define? Sentence 4: "Diagnostic services are subject to normal cost share, which is the part of the bill your plan requires you to pay." That's okay. Deductible defined in sentence 5.
Count:
1 For claim 2026-0688201, the plan paid 220.00 for your preventive annual wellness visit, so you owe 0.00 for that service.
2 During the same visit, you brought up knee pain, and your doctor evaluated and treated it.
3 That extra care is a diagnostic service, which means it evaluates or treats a health problem rather than preventing one.
4 Diagnostic services are subject to normal cost share, which is the part of the bill your plan requires you to pay.
5 Because your deductible, the amount you pay before the plan starts sharing costs, was not met, you owe 145.00.
6 If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding.
7 The plan will reprocess a corrected claim.
Seven sentences. Good.
Need ensure no clinical advice. Fine. No promise. Fine.
Final JSON:
{
"message": "For claim 2026-0688201, the plan paid 220.00 for your preventive annual wellness visit, so you owe 0.00 for that service. During the same visit, you brought up knee pain, and your doctor evaluated and treated it. That extra care is a diagnostic service, which means it evaluates or treats a health problem rather than preventing one. Diagnostic services are subject to normal cost share, which is the part of the bill your plan requires you to pay. Because your deductible, the amount you pay before the plan starts sharing costs, was not met, you owe 145.00. If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding. The plan will reprocess a corrected claim."
}
Need no code fence? User says reply exactly one fenced JSON code block. So include ```json ... ```. Ensure no extra. Final.
json{
"message": "For claim 2026-0688201, the plan paid 220.00 for your preventive annual wellness visit, so you owe 0.00 for that service. During the same visit, you brought up knee pain, and your doctor evaluated and treated it. That extra care is a diagnostic service, which means it evaluates or treats a health problem rather than preventing one. Diagnostic services are subject to normal cost share, which is the part of the bill your plan requires you to pay. Because your deductible, the amount you pay before the plan starts sharing costs, was not met, you owe 145.00. If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding. The plan will reprocess a corrected claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid 220.00 preventive, 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created diagnostic service subject to normal cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive covered fully."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100GPT-5.6 Terra · OpenAI2.4s · 150 out | 2.6s · 135 out | 2.1s · 143 out
json{"message":"Your annual wellness visit was covered at 100 percent, so you owe 0.00 for that service. During the same visit, your doctor also evaluated and treated your knee pain. That was billed as a separate diagnostic service, meaning care to assess a health concern rather than preventive care. Because your deductible, the amount you pay for covered services before the plan begins sharing costs, had not been met, you owe 145.00 for that service. The claim was processed correctly based on the billing received. If you believe your knee pain was not separately addressed, you may ask your provider to review and correct the coding; we will reprocess the claim if a corrected claim is received."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States wellness visit covered 100 percent, 0.00 owed; 145.00 tied to separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation billed separately as diagnostic, subject to unmet deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly and preventive fully covered."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{"message":"Your annual wellness visit was covered at 100 percent, so you owe 0.00 for that service. During the same visit, your doctor also evaluated and treated your knee pain. That was billed as a separate diagnostic service, meaning care to evaluate a health concern rather than preventive care. Because your deductible had not been met, you owe 145.00 for that service. The claim was processed correctly based on the services billed. If you believe your knee pain was not separately addressed, you may ask your provider to review and correct the coding; we will reprocess the claim if a corrected claim is submitted."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States wellness visit covered 100 percent, owes 0.00; 145.00 tied to separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation billed as separate diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly and preventive fully covered."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{"message":"Your annual wellness visit was covered at 100 percent, so you owe 0.00 for that service. During the same visit, your doctor also evaluated and treated your knee pain. That was billed as a separate diagnostic service, which means care used to assess or treat a health concern rather than preventive care. Because you had not met your deductible, the amount you owe for that service is 145.00. We processed the claim correctly based on the billing we received. If you believe your knee pain was not separately addressed, you can ask your provider to review and correct the coding; we will reprocess the claim if we receive a corrected claim."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States wellness visit covered 100 percent, 0.00 owed; 145.00 tied to separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation was separately billable diagnostic care subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of a corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms correct processing and preventive coverage; no error admitted."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100GLM-5.3 Flash · Z.ai27.8s · 1,406 out | 33.9s · 1,391 out | 27.8s · 1,211 out
Reasoning · 1,195 tokens
The task: write a member-facing message explaining why a "free" annual physical produced a bill. Seven sentences or fewer.
Key facts:
- Claim 2026-0688201
- Line 1: preventive annual wellness visit, in-network, allowed 220.00, plan paid 220.00, member owes 0.00.
- Line 2: E/M for new complaint (knee pain) addressed at same visit, allowed 145.00, diagnostic not preventive, deductible not met, member owes 145.00.
- Plan position: claim processed correctly. Preventive covered at 100%; separately identifiable diagnostic service at same visit subject to normal cost share.
- If member believes knee pain wasn't separately addressed, they may ask provider to review and correct coding, and plan will reprocess corrected claim.
Required keys: "message" string. Seven sentences or fewer. Eighth-grade reading level. Define terms of art. Include appeal rights/route to resolution. Use exact dollar figures and dates. Don't introduce figures not in facts. Don't promise outcomes.
Note: there's no appeal deadline given, so I shouldn't invent one. The route given: ask the provider to review and correct the coding, and the plan will reprocess a corrected claim. Also there's no explicit deadline for that either — don't fabricate.
Draft:
"Your annual wellness visit was covered at no cost to you: the plan paid the full 220.00 allowed amount for the preventive portion, and you owe 0.00 for it. The bill you received is for a second, separate service on the same claim (claim 2026-0688201). During that visit, you also raised knee pain, and your doctor evaluated and treated it. That evaluation is a diagnostic service, not preventive care, so it is subject to your plan's normal cost share. Because your deductible — the amount you pay at the plan's rates before the plan begins sharing costs — is not yet met, you owe the full allowed amount of 145.00 for that service. If you believe the knee pain was not actually evaluated separately, you can ask your provider's office to review and correct the coding on the claim; if a corrected claim is submitted, we will reprocess it. Your claim was processed correctly under these rules, but we are happy to help if you have questions."
Count sentences: 1) annual wellness covered... 2) bill is for second service... 3) raised knee pain... 4) diagnostic not preventive... 5) deductible definition, owe 145.00. 6) if you believe... reprocess. 7) processed correctly... That's 7. Good.
Sentence 1: "the plan paid the full 220.00 allowed amount" — "allowed amount" is a term of art; define it: "the contracted rate the plan recognizes." Let me define briefly.
Let me tighten and ensure ≤7 sentences.
Draft v2:
"Your annual wellness visit itself was free: the plan paid the full 220.00 allowed amount — the contracted rate your plan recognizes — for that preventive service, and you owe 0.00 for it. The 145.00 bill is for a second, separate service on the same claim (2026-0688201). At the visit, you also raised knee pain, and your doctor evaluated and treated it. That evaluation is a diagnostic service, not preventive care, so it carries your plan's normal cost share. Because your deductible — the amount you pay at the allowed rate before the plan begins to share costs — is not yet met, you owe the full 145.00 for that service. If you believe your knee pain was not separately evaluated, you may ask your provider's office to review and correct the coding, and we will reprocess a corrected claim if one is submitted. Your claim processed correctly as billed, but contact us with any questions."
That's 7 sentences. Check facts: all figures match. No invented deadlines. Includes route to resolution. Defines allowed amount and deductible. Reading level okay.
Hmm, "Your claim processed correctly as billed" — the plan position says claim processed correctly. Fine.
Avoid em-dashes maybe; plain text fine. Colons within a sentence are fine. Let me count again carefully:
1. "Your annual wellness visit itself was free: the plan paid the full 220.00 allowed amount — the contracted rate your plan recognizes — for that preventive service, and you owe 0.00 for it."
2. "The 145.00 bill is for a second, separate service on the same claim (2026-0688201)."
3. "At the visit, you also raised knee pain, and your doctor evaluated and treated it."
4. "That evaluation is a diagnostic service, not preventive care, so it carries your plan's normal cost share."
5. "Because your deductible — the amount you pay at the allowed rate before the plan begins to share costs — is not yet met, you owe the full 145.00 for that service."
6. "If you believe your knee pain was not separately evaluated, you may ask your provider's office to review and correct the coding, and we will reprocess a corrected claim if one is submitted."
7. "Your claim processed correctly as billed, but contact us with any questions."
7 sentences. Maybe replace em-dashes with parentheses or commas for cleanliness. Use commas: "your deductible, the amount you pay at the allowed rate before the plan begins sharing costs, is not yet met."
Also "allowed amount" first use: define as "the contracted rate the plan recognizes." Fine.
No salutation needed (it's a message, not a letter). Output one fenced JSON block with "message" key only.json{
"message": "Your annual wellness visit itself was free: the plan paid the full 220.00 allowed amount (the contracted rate your plan recognizes) for that preventive service, and you owe 0.00 for it. The 145.00 bill is for a second, separate service on the same claim (2026-0688201). At the visit, you also raised knee pain, and your doctor evaluated and treated it. That evaluation is a diagnostic service, not preventive care, so it is subject to your plan's normal cost share. Because your deductible, the amount you pay at the allowed rate before the plan begins sharing costs, is not yet met, you owe the full 145.00 for that service. If you believe your knee pain was not separately evaluated, you may ask your provider's office to review and correct the coding, and we will reprocess a corrected claim if one is submitted. Your claim processed correctly as billed, but contact us with any questions."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid 220.00 in full; 145.00 is a separate service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain raised was evaluated as diagnostic, subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly and preventive covered fully."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 1,182 tokens
The task: write a member-facing message explaining why a "free" annual physical produced a bill. Seven sentences or fewer. Required keys: "message" as a string. Just one key.
Key facts to include:
- Preventive annual wellness visit (Line 1) was fully covered at 100% — allowed 220.00, plan paid 220.00, member owes 0.00.
- Line 2: a separate diagnostic service — evaluation and management of knee pain (a new complaint) addressed at the same visit. Allowed 145.00. Deductible not met, member owes 145.00.
- Plan position: claim processed correctly. Preventive services covered at 100%; separately identifiable diagnostic service at same visit subject to normal cost share.
- Remedy: if member believes knee pain was not separately addressed, they can ask the provider to review and correct the coding, and the plan will reprocess a corrected claim.
Sentence limit: 7 or fewer. Define terms of art briefly. Eighth-grade reading level. Use exact figures. No headers, no bullets unless genuinely needed — probably plain prose. No salutation/sign-off unless asked for a letter — this is a message, so skip salutation.
Draft:
"Your annual wellness visit was covered in full as a preventive service: the plan paid the full 220.00 allowed amount and you owe nothing for that part of the visit. The bill comes from a second, separate service the doctor provided at the same appointment — evaluating and treating the knee pain you raised, which is a diagnostic service, not preventive. Under your plan, preventive care is paid at 100 percent, but a diagnostic service is subject to your normal cost share. Because you have not yet met your deductible (the amount you pay each year before the plan starts sharing costs), the full 145.00 allowed amount for the knee-pain evaluation is your responsibility. The claim processed correctly under these rules. However, if you believe the doctor did not separately address your knee pain, you can ask the provider's office to review and correct how the visit was coded, and we will reprocess the corrected claim."
Count sentences:
1. "Your annual wellness visit was covered in full... owe nothing for that part of the visit."
2. "The bill comes from a second, separate service... not preventive."
3. "Under your plan, preventive care is paid at 100 percent, but a diagnostic service is subject to your normal cost share."
4. "Because you have not yet met your deductible (...), the full 145.00 allowed amount for the knee-pain evaluation is your responsibility."
5. "The claim processed correctly under these rules."
6. "However, if you believe the doctor did not separately address your knee pain, you can ask the provider's office to review and correct how the visit was coded, and we will reprocess the corrected claim."
Six sentences. Good. Maybe add claim reference? Facts include claim number 2026-0688201. Could include: "This explanation applies to claim 2026-0688201." That would be sentence 7. That's useful for the member. Let me integrate.
Actually, let me reconsider — including the claim number is helpful and regulator-friendly. Seven sentences max. Let me restructure:
1. "This message is about claim 2026-0688201, your annual wellness visit."
Hmm, maybe simpler to fold it in.
Draft 2:
"Your annual wellness visit on claim 2026-0688201 was covered in full as a preventive service — the plan paid the entire 220.00 allowed amount, and you owe nothing for it. The bill you received is for a second, separate service your doctor provided at the same visit: evaluating and treating the knee pain you raised, which is a diagnostic service rather than preventive care. Preventive services are covered at 100 percent, but a diagnostic service is subject to your plan's normal cost share. Because your deductible — the amount you pay each year before the plan begins sharing costs — is not yet met, the full 145.00 allowed amount for the knee-pain evaluation is your responsibility. We reviewed this claim and it processed correctly. If you believe your knee pain was not separately addressed at the visit, you may ask your provider to review and correct the coding, and we will reprocess the corrected claim."
Six sentences. Sentence 1 includes claim number. Good.
Check: no currency symbol, plain numbers — "220.00" and "145.00". Should I write "220.00" without $? Yes, plain numbers per ground rule 4. That's a bit odd in prose but the rule says report every dollar amount as a plain number. Hmm — rule 4 says report every dollar amount as a plain number with two decimals and no symbol. The task family says "Use the exact dollar figures and dates supplied". So "220.00" and "145.00". I'll write "the 220.00 allowed amount" — slightly awkward without context. Could say "220.00" plainly. I'll keep plain.
Reading level: fine. Defined deductible. Defined diagnostic vs preventive implicitly.
Do not promise outcome the facts don't support: "we will reprocess the corrected claim" — the facts say "the plan will reprocess a corrected claim", so that's supported. "We reviewed this claim and it processed correctly" — plan position says claim processed correctly. Fine.
Avoid clinical advice — we're not giving any.
No appeal rights per se in facts — the remedy given is provider coding review and reprocessing. Include it, done.
One code block, one key "message". No extra keys. Output exactly the JSON block.json{
"message": "Your annual wellness visit on claim 2026-0688201 was covered in full as a preventive service: the plan paid the entire 220.00 allowed amount, and you owe nothing for that part of the visit. The bill is for a second, separate service your doctor provided at the same appointment — evaluating and treating the knee pain you raised, which is a diagnostic service rather than preventive care. Preventive services are covered at 100 percent, but a separately identifiable diagnostic service is subject to your plan's normal cost share. Because your deductible (the amount you pay each year before the plan begins sharing costs) is not yet met, the full 145.00 allowed amount for the knee-pain evaluation is your responsibility. We reviewed this claim and it processed correctly under these rules. If you believe your knee pain was not separately addressed at the visit, you may ask your provider to review and correct the coding, and we will reprocess the corrected claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States 220.00 paid in full, 145.00 separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain raised created separately billable service subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Says claim processed correctly; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-blaming tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.011336
}Reasoning · 1,012 tokens
The task: write a member message explaining why a "free" annual physical produced a bill. Seven sentences or fewer. Must include the facts: Line 1 preventive covered 100%, plan paid 220.00, member owes 0.00. Line 2 diagnostic E/M for knee pain, allowed 145.00, deductible not met, member owes 145.00. Plan position: processed correctly. Appeal/correction route: ask provider to review and correct coding; plan will reprocess corrected claim.
Required keys: "message" — string. Seven sentences or fewer. Eighth-grade reading level, define terms of art (deductible, diagnostic vs preventive). No headers, no bullets unless needed. No clinical advice.
Let me draft:
"Your annual wellness visit was covered at 100 percent as a preventive service, so the plan paid the full 220.00 allowed amount and you owe nothing for that part. You also have a bill of 145.00 because, during the same appointment, your doctor evaluated and treated your knee pain, which is a separate diagnostic service, not preventive care. A diagnostic service is billed and paid under the plan's normal cost-sharing rules, even when it happens at the same visit as your free physical. Because your yearly deductible — the amount you pay yourself before the plan starts sharing costs — had not been met, the full allowed amount of 145.00 is your responsibility. The claim processed correctly under these rules. If you believe your knee pain was not addressed as a separate service, you can ask your provider's office to review and correct how the visit was coded, and the plan will reprocess the corrected claim."
Count sentences: 1. Annual wellness visit covered 100%, paid 220.00, owe nothing. 2. Bill of 145.00 because knee pain evaluated/treated, separate diagnostic service. 3. Diagnostic service subject to normal cost share even at same visit. 4. Deductible not met, full 145.00 owed. 5. Claim processed correctly. 6. If you believe knee pain not separately addressed, ask provider to review/correct coding, plan will reprocess.
Six sentences. Good. Sentence 1 is a bit long; maybe split. But 6 ≤ 7, fine.
Dollar figures: 220.00, 145.00 — exact. Format as plain numbers in message? The message is member-facing text; the harness says use exact dollar figures. In member prose, "220.00" without $ symbol? The instruction says report dollar amounts as plain number with two decimals no currency symbol — that applies to numeric fields, but in the message it's member-facing text. The task family says "Use the exact dollar figures and dates supplied." I'll write $220.00 style? Hmm. Ground rule 4 says "Report every dollar amount as a plain number with two decimal places and no currency symbol, thousands separator, or trailing text." That's for reported amounts. To be safe, I'll use plain numbers with two decimals in the message too: "220.00" and "145.00". Actually a member message reading "the plan paid 220.00" reads slightly odd without $ but consistency with the harness rule matters more. Many such harnesses expect exact strings. I'll use $220.00? Risky. The ground rule explicitly says no currency symbol. I'll follow it: "220.00".
Define deductible — done inline. Avoid clinical advice. Include appeal rights — the facts give the route (provider review/correct coding, plan reprocesses). Include that.
Also maybe mention "no copay, coinsurance, or deductible applies to preventive care." Keep concise.
Final message — check sentence count carefully:
1. "Your annual wellness visit was a preventive service, so the plan paid the full allowed amount of 220.00 and you owe nothing for it."
2. "The 145.00 bill is for a separate part of the same appointment: while you were there, your doctor also evaluated and treated your knee pain."
3. "That part is a diagnostic service, not preventive care, so it is subject to the plan's normal cost sharing even when it happens at the same visit as your free physical."
4. "Your deductible — the amount you pay each year before the plan starts sharing costs — had not been met, so the full allowed amount of 145.00 is your responsibility."
5. "The plan reviewed the claim and processed it correctly under these rules."
6. "If you believe your knee pain was not addressed as a separate service, you can ask your provider's office to review and correct how the visit was coded, and the plan will reprocess the corrected claim."
Six sentences. Reading level fine. Colon in sentence 2 — still one sentence. Em-dashes okay.
Output: exactly one fenced JSON block with "message" key. No other keys requested.json{
"message": "Your annual wellness visit was a preventive service, so the plan paid the full allowed amount of 220.00 and you owe nothing for it. The 145.00 bill is for a separate part of the same appointment: while you were there, your doctor also evaluated and treated your knee pain. That part is a diagnostic service, not preventive care, so it is subject to the plan's normal cost sharing even when it happens at the same visit as your free physical. Your deductible, which is the amount you pay each year before the plan starts sharing costs, had not been met, so the full allowed amount of 145.00 is your responsibility. The plan reviewed the claim and processed it correctly under these rules. If you believe your knee pain was not addressed as a separate service, you can ask your provider's office to review and correct how the visit was coded, and the plan will reprocess the corrected claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid in full at 220.00, 145.00 is separate service"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation is separately billable diagnostic service with cost share"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim"
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms correct processing and preventive coverage"
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone throughout"
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01274225
}100Hunyuan 4 · Tencent79.7s · 4,813 out | 140.5s · 9,112 out | 96.3s · 5,724 out
Reasoning · 4,576 tokens
We need answer as JSON with key "message". Must be member-facing text, no headers, no bullet points unless facts genuinely need list, no salutation/sign-off unless item asks for letter. Sentence limit: seven sentences or fewer. Reading level eighth grade. Define any term of art the first time it appears. Use exact dollar figures and dates supplied; no rounding, no introduced figures. Do not give clinical advice. Do not promise outcome facts don't support. Include appeal rights/deadlines/route if provided: facts include that if member believes knee pain was not separately addressed, they may ask provider to review and correct coding, and plan will reprocess a corrected claim. No specific deadline given. We need write explanation why "free" annual physical produced a bill. Must mention preventive annual wellness visit covered at 100%, allowed 220.00, plan paid 220.00, member owes 0.00. Line 2: evaluation and management of new complaint (knee pain), allowed 145.00, deductible not met, member owes 145.00. It is a diagnostic service, not preventive. Need define "allowed amount"? Maybe term of art: "allowed amount is the contracted rate the plan uses to figure your cost." Also "deductible" maybe: "your deductible is the amount you pay for covered services before the plan starts paying its share." We need define first time. Also maybe "diagnostic service" isn't term of art? Could define "preventive care" maybe. We can say "Preventive care, like your annual wellness visit, is care to keep you healthy or find problems early, and the plan pays 100% of the allowed amount, which is the contracted rate used to calculate costs." Need keep under 7 sentences.
Facts: Claim 2026-0688201. Date? Not given besides claim number. Need use exact dollar figures and dates supplied: no dates except claim number maybe not date. There's no date in prompt? CLAIM 2026-0688201. It's a claim ID, not date. The instructions say "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." There is no actual date field. So no date needed. Claim number maybe include? It's a fact. Could include claim number? The task says write message explaining why a "free" annual physical produced a bill. We should include claim number? The facts include claim number. Usually member explanation should reference claim. But output must use exact dollar figures and dates supplied. It doesn't require claim number but it's supplied. We should probably include claim number 2026-0688201. Does that count as a date? It's not a date, it's claim ID. It's okay to include. Need be careful: "2026-0688201" contains 2026 but not ISO date. We can say "On claim 2026-0688201". Is "2026-0688201" a date? ISO 8601 is YYYY-MM-DD. This is YYYY-NNNNNNN. It's a claim number, not a date. Safe? Use exact string "2026-0688201". It's not a date; fine.
Sentences: Need <=7. Let's draft.
Need include: Your annual wellness visit is preventive care and was covered at 100%, because the allowed amount was 220.00 and the plan paid 220.00, so you owe 0.00 for that part. During the same visit, you mentioned knee pain and the doctor evaluated and treated it; that is a diagnostic service, not preventive care, and the allowed amount is 145.00. Because you have not met your deductible—the amount you must pay for covered services before the plan begins to pay its share—you owe 145.00 for that service. If you believe the knee pain was not separately addressed, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim. We cannot promise the outcome of that review.
Let's count sentences:
1. "On claim 2026-0688201, your annual wellness visit was preventive care, which is care to keep you healthy or find problems early, and the plan pays 100% of the allowed amount, the contracted rate used to calculate your cost." (defines preventive care, allowed amount)
2. "For that visit, the allowed amount was 220.00, the plan paid 220.00, and you owe 0.00."
3. "During the same visit, you raised knee pain and the physician evaluated and treated it, so that part was a diagnostic service, not preventive care, and its allowed amount was 145.00."
4. "A diagnostic service is care to find or treat a specific health problem, and it is subject to your normal cost share."
5. "Your deductible is the amount you pay for covered services before the plan starts paying its share, and it has not been met, so you owe the 145.00 allowed amount for this diagnostic service."
6. "If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding, and we will reprocess a corrected claim."
7. "We cannot promise the outcome of that review."
That's exactly 7 sentences. Check reading level: maybe sentence 1 is long but okay. Could break? Need seven or fewer; 7 is okay. Need ensure no salutation. No bullet points. No headers. Does it promise outcome? "we will reprocess a corrected claim" is fact from prompt. "We cannot promise the outcome of that review" is good.
Check terms: "allowed amount" defined in sentence 1 as contracted rate used to calculate your cost. "Deductible" defined in sentence 5. "Preventive care" defined. "Diagnostic service" defined. Good.
Need ensure exact dollar figures: 220.00, 0.00, 145.00, 145.00. Also say "allowed amount was 220.00" and "plan paid 220.00". The prompt says Line 1 Allowed 220.00. Plan paid 220.00. Member owes 0.00. We say "you owe 0.00 for that part" yes. For line 2: allowed 145.00, member owes 145.00. We say "you owe the 145.00 allowed amount" yes.
Could there be an issue: "because you have not met your deductible ... you owe 145.00" Actually if deductible not met, member pays the allowed amount (100% coinsurance until deductible met? Typically deductible then coinsurance. But fact says "Member deductible not met. Member owes 145.00." So yes, owes 145.00. Our sentence: "Your deductible is the amount you pay for covered services before the plan starts paying its share, and it has not been met, so you owe the 145.00 allowed amount for this diagnostic service." Good.
Need maybe mention "separately identifiable diagnostic service addressed at the same visit is subject to the plan's normal cost share" - included.
Should we include claim number? The claim number is 2026-0688201. Sentence 1: "On claim 2026-0688201, your annual wellness visit..." This uses exact figure. It's not a date. Good.
No dates supplied. The claim number includes 2026 but that's part of claim number. We shouldn't treat it as a date. The instruction says "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." We aren't introducing a date. Good.
Check sentence count more carefully. Let's list with punctuation:
Sentence 1: On claim 2026-0688201, your annual wellness visit was preventive care, which is care to keep you healthy or find problems early, and the plan pays 100% of the allowed amount, the contracted rate used to calculate your cost.
- Ends with period. One sentence.
Sentence 2: For that visit, the allowed amount was 220.00, the plan paid 220.00, and you owe 0.00.
- One sentence.
Sentence 3: During the same visit, you raised knee pain and the physician evaluated and treated it, so that part was a diagnostic service, not preventive care, and its allowed amount was 145.00.
- One sentence.
Sentence 4: A diagnostic service is care to find or treat a specific health problem, and it is subject to your normal cost share.
- One sentence.
Sentence 5: Your deductible is the amount you pay for covered services before the plan starts paying its share, and it has not been met, so you owe the 145.00 allowed amount for this diagnostic service.
- One sentence.
Sentence 6: If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding, and we will reprocess a corrected claim.
- One sentence.
Sentence 7: We cannot promise the outcome of that review.
- One sentence.
Total 7 sentences. Good.
But wait: Sentence 1 says "the plan pays 100% of the allowed amount, the contracted rate used to calculate your cost." Is "allowed amount" a term of art? Yes. We defined. Good.
Sentence 4: "A diagnostic service is care to find or treat a specific health problem, and it is subject to your normal cost share." Good.
Sentence 5: "Your deductible is the amount you pay for covered services before the plan starts paying its share, and it has not been met, so you owe the 145.00 allowed amount for this diagnostic service." Wait, "allowed amount for this diagnostic service" - we already said allowed amount was 145.00 in sentence 3. Saying "145.00 allowed amount" is slightly redundant but okay. Maybe "you owe 145.00 for this diagnostic service." But need tie to allowed amount? The fact says member owes 145.00. We can say "so you owe 145.00 for this diagnostic service." That's simpler. Let's revise sentence 5: "Your deductible is the amount you pay for covered services before the plan starts paying its share, and it has not been met, so you owe 145.00 for this diagnostic service." That avoids redundancy. Does it still communicate cost share? Yes.
Also, is "cost share" a term of art? Not defined in glossary specifically? The glossary says member cost share calculated from allowed amount. We can say "your normal share of the cost" maybe better for eighth-grade. Sentence 4: "A diagnostic service is care to find or treat a specific health problem, and it is subject to your normal share of the cost." Good.
Let's refine message:
"On claim 2026-0688201, your annual wellness visit was preventive care, which is care to keep you healthy or find problems early, and the plan pays 100% of the allowed amount, the contracted rate used to calculate your cost. For that visit, the allowed amount was 220.00, the plan paid 220.00, and you owe 0.00. During the same visit, you raised knee pain and the physician evaluated and treated it, so that part was a diagnostic service, not preventive care, and its allowed amount was 145.00. A diagnostic service is care to find or treat a specific health problem, and it is subject to your normal share of the cost. Your deductible is the amount you pay for covered services before the plan starts paying its share, and it has not been met, so you owe 145.00 for this diagnostic service. If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding, and we will reprocess a corrected claim. We cannot promise the outcome of that review."
Count: sentences? Let's count:
1 On claim...cost.
2 For that visit...0.00.
3 During same...145.00.
4 A diagnostic service...cost.
5 Your deductible...service.
6 If you believe...claim.
7 We cannot...review.
Exactly 7.
Check for "no salutation or sign-off". None.
Check "no headers, no bullet points unless facts genuinely need a list". None.
Check "Do not give clinical advice, and do not tell the member what care they need." We don't. We explain coverage decision.
Check "Do not promise an outcome the facts do not support. Where the facts say a matter is under review, say it is under review." We say cannot promise outcome; reprocess corrected claim is supported by facts (plan will reprocess a corrected claim). Good.
Check "Where the facts include appeal rights, deadlines, or a route to resolution, include them." The route to resolution: ask provider to review and correct coding, plan will reprocess a corrected claim. Included. No deadline given, so no deadline included. The facts didn't mention appeal rights beyond that. So include that route.
Check Money format: 220.00, 0.00, 145.00. Yes. No currency symbols. Good.
Check JSON: Only one key "message". Value is string with escaped quotes? The string contains no double quotes inside? It contains no quotes. It has apostrophes? "you're"? We avoided contractions? The text uses "it is", "you owe". No apostrophes needed except maybe "you'll"? Not used. Use only plain. In JSON, the string must escape any newline? We should put the entire message as a single line string, or with \n? The output contract says exactly one fenced JSON code block. We can format JSON with the string on one line or multiple lines using \n escapes. Safer to have a single-line string without actual line breaks, or we can include line breaks escaped as \n. The message is meant as text; members might read paragraphs. But our message is one block of sentences. In JSON, we can include spaces only, no actual newline characters, or we can use \n to separate sentences? The instructions say sentence limit, not newline. If we put actual newlines inside the JSON string without escaping, that's invalid JSON. We can include "\n" escape sequences to create paragraph breaks, but not necessary. Let's keep it as one paragraph (one line in JSON string). That is valid. However, if the string contains a literal newline, JSON invalid. So ensure no literal newline. We'll write:
{
"message": "On claim 2026-0688201, your annual wellness visit was preventive care, which is care to keep you healthy or find problems early, and the plan pays 100% of the allowed amount, the contracted rate used to calculate your cost. For that visit, the allowed amount was 220.00, the plan paid 220.00, and you owe 0.00. During the same visit, you raised knee pain and the physician evaluated and treated it, so that part was a diagnostic service, not preventive care, and its allowed amount was 145.00. A diagnostic service is care to find or treat a specific health problem, and it is subject to your normal share of the cost. Your deductible is the amount you pay for covered services before the plan starts paying its share, and it has not been met, so you owe 145.00 for this diagnostic service. If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding, and we will reprocess a corrected claim. We cannot promise the outcome of that review."
}
Wait, check sentence 1: "the plan pays 100% of the allowed amount, the contracted rate used to calculate your cost." This defines allowed amount. But it says "the plan pays 100% of the allowed amount" - for preventive. Good.
One more nuance: The plan paid 220.00 on line 1. Member owes 0.00. Good.
Should we mention "in-network"? Facts: Line 1 preventive annual wellness visit, in-network. Line 2 not explicitly says in-network but presumably same visit in-network. No need to mention.
Could the claim number "2026-0688201" be misinterpreted as containing a date? The harness says dates are ISO 8601; this is not a date. The instruction says use exact dates supplied; there are none. So no issue.
Could we start with "Your annual physical is free only when..."? That might be more member-friendly. But need include exact figures. Our text is fine.
Let's test reading level: "preventive care, which is care to keep you healthy or find problems early" simple. "allowed amount, the contracted rate used to calculate your cost" maybe "contracted rate" is a term? Allowed amount defined as contracted rate the plan recognises. It's okay.
Maybe we should not say "find problems early" for preventive? That's accurate for preventive services like annual wellness. Not clinical advice, just definition.
Check if we defined "deductible" as "amount you pay for covered services before the plan starts paying its share". The glossary says deductible: amount member pays at allowed rate before coinsurance begins. Copays do not apply unless plan says. For simplicity, "before the plan starts paying its share" is okay. It's the amount you pay. Good.
Should we mention "coinsurance"? Not needed. The member owes full 145.00 because deductible not met. So before plan starts paying its share. Good.
Could sentence 5: "Your deductible is the amount you pay for covered services before the plan starts paying its share, and it has not been met, so you owe 145.00 for this diagnostic service." Since the plan pays 100% for preventive, the deductible does not apply to line 1. For line 2, yes. Good.
Need ensure we don't say "we cannot promise the outcome" as a separate sentence maybe it's okay. It addresses not promising outcome. Good.
Now produce final answer: exactly one fenced JSON code block and nothing else. Use ```json ... ```. Ensure no trailing text.
Let's double-check JSON validity: The string includes a percent sign "100%" - fine. Includes hyphen in 2026-0688201 - fine. No unescaped double quotes. We used no double quotes inside. Good.
One more thought: The message says "the plan pays 100% of the allowed amount" present tense, but for this claim it paid 220.00. It's okay as a general rule and then specific. Or say "the plan paid 100%". Sentence 1: "and the plan pays 100%" maybe should be "paid". The general rule is plan pays 100% of allowed amount for preventive; in this claim it paid 220.00. To avoid mismatch, we can say "and the plan paid 100% of the allowed amount". Let's adjust sentence 1: "On claim 2026-0688201, your annual wellness visit was preventive care, which is care to keep you healthy or find problems early, and the plan paid 100% of the allowed amount, the contracted rate used to calculate your cost." Then sentence 2: "For that visit, the allowed amount was 220.00, the plan paid 220.00, and you owe 0.00." Wait, sentence 1 says paid 100% of allowed amount, sentence 2 says allowed amount was 220.00, plan paid 220.00. That's consistent. But sentence 1 says "the plan paid 100% of the allowed amount" before stating allowed amount, but sentence 2 gives specifics. Good.
Alternatively, combine: "On claim 2026-0688201, your annual wellness visit was preventive care, which is care to keep you healthy or find problems early, and the plan paid 100% of the allowed amount--220.00--so you owe 0.00." But em dash maybe not plain. Keep sentences.
Let's finalize with "paid".
Final JSON string:
"On claim 2026-0688201, your annual wellness visit was preventive care, which is care to keep you healthy or find problems early, and the plan paid 100% of the allowed amount, the contracted rate used to calculate your cost. For that visit, the allowed amount was 220.00, the plan paid 220.00, and you owe 0.00. During the same visit, you raised knee pain and the physician evaluated and treated it, so that part was a diagnostic service, not preventive care, and its allowed amount was 145.00. A diagnostic service is care to find or treat a specific health problem, and it is subject to your normal share of the cost. Your deductible is the amount you pay for covered services before the plan starts paying its share, and it has not been met, so you owe 145.00 for this diagnostic service. If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding, and we will reprocess a corrected claim. We cannot promise the outcome of that review."
Check sentence count: 7. Good.
Wait: Sentence 1: "the plan paid 100% of the allowed amount, the contracted rate used to calculate your cost." The phrase "the contracted rate used to calculate your cost" modifies allowed amount. It's an appositive. Good.
Now output.json{
"message": "On claim 2026-0688201, your annual wellness visit was preventive care, which is care to keep you healthy or find problems early, and the plan paid 100% of the allowed amount, the contracted rate used to calculate your cost. For that visit, the allowed amount was 220.00, the plan paid 220.00, and you owe 0.00. During the same visit, you raised knee pain and the physician evaluated and treated it, so that part was a diagnostic service, not preventive care, and its allowed amount was 145.00. A diagnostic service is care to find or treat a specific health problem, and it is subject to your normal share of the cost. Your deductible is the amount you pay for covered services before the plan starts paying its share, and it has not been met, so you owe 145.00 for this diagnostic service. If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding, and we will reprocess a corrected claim. We cannot promise the outcome of that review."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid 220.00 in full; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created diagnostic service subject to normal cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly; preventive covered at 100%."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 8,797 tokens
We need answer with exactly one fenced JSON code block containing key "message". Task: Write a message to member explaining why a "free" annual physical produced a bill. Seven sentences or fewer. Need include exact dollar figures and dates supplied. Claim 2026-0688201. There's no dates in facts except claim number maybe 2026? Not date. Need not invent date. We have allowed amounts: Line1 allowed 220.00 plan paid 220.00 member owes 0.00. Line2 allowed 145.00 member deductible not met, member owes 145.00. Plan position: preventive covered 100%; separately identifiable diagnostic service at same visit subject to normal cost share. If member believes knee pain was not separately addressed, ask provider to review/correct coding, plan reprocess corrected claim.
Need write at roughly eighth-grade reading level. Define any term of art first time it appears. Terms: preventive service? deductible? allowed amount? diagnostic service? Maybe define "allowed amount" (the contracted rate the plan recognizes for a service). "Deductible" (the amount you pay before the plan starts paying for many services). "Diagnostic service" (a service to find or treat a health problem). Possibly "separately identifiable" maybe not term of art? Need define any term of art first time appears. The message must be 7 sentences or fewer. No salutation/sign-off unless item asks for letter. It doesn't ask for letter, so no salutation or sign-off. No headers, no bullet points unless facts genuinely need list. Could use sentences.
Need use exact dollar figures: 220.00, 145.00. No currency symbol. Use "220.00" and "145.00". Claim number? Should we mention claim number? The facts include CLAIM 2026-0688201. Might be useful to reference. It says use exact dollar figures and dates supplied; do not round. Dates: none? Claim number includes 2026 but that's not ISO date. Don't introduce a date. Could mention claim number 2026-0688201.
Need explain why "free" annual physical produced a bill: The annual wellness visit was preventive and covered at 100%, so plan paid 220.00, you owe 0.00. The bill is for a second service: evaluation and management of new complaint (knee pain) at same visit. That is a diagnostic service, not preventive, allowed 145.00. Because your deductible has not been met, you owe the full allowed amount of 145.00 for that service. (Wait: member deductible not met, member owes 145.00. Allowed amount 145.00. Yes since deductible not met, they pay allowed amount? Actually coinsurance after deductible, but deductible not met means they owe 145.00? Wait deductible amount? We aren't told deductible amount. The allowed amount is 145.00. If deductible not met, normally member pays allowed amount up to deductible, but if deductible remainder > allowed, they pay allowed 145.00. They didn't specify deductible amount, but plan says member owes 145.00. So say because your deductible has not been met, you owe 145.00 for this service. No need deductible amount. Define deductible: the amount you must pay for covered services before the plan begins to pay its share for services that are not preventive.
Need appeal/provider correction route: If you think your knee pain was not separately addressed, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim. Need maybe mention no appeal rights/deadlines? Facts don't include appeal rights/deadlines. The instructions say where facts include appeal rights, deadlines, or route to resolution include them. Facts include route to resolution (ask provider review/correct coding, plan reprocess corrected claim). Should include. No appeal rights/deadlines supplied, so don't include.
Sentence limit: 7 sentences or fewer. Need count sentences. Let's draft.
Draft:
"Your annual wellness visit on claim 2026-0688201 was a preventive service, which means it is care to prevent illness and is covered at 100 percent, so the plan paid the allowed amount of 220.00 and you owe 0.00 for that visit. The bill comes from a second, separate service on the same claim: an evaluation and management visit for a new problem, your knee pain. That service is a diagnostic service, which means it was done to find or treat a health problem, not to prevent one, so it is not covered at 100 percent. The allowed amount for that diagnostic service is 145.00. Because your deductible, the amount you must pay before the plan shares the cost for many services, has not been met, you owe the full 145.00 allowed amount for that service. If you believe your knee pain was not separately addressed during the visit, you may ask your provider to review and correct the coding, and the plan will reprocess a corrected claim."
Count sentences:
1 Your annual wellness visit... (one sentence, has comma and "so" but one independent clause? Let's parse: "Your annual wellness visit on claim 2026-0688201 was a preventive service, which means it is care to prevent illness and is covered at 100 percent, so the plan paid the allowed amount of 220.00 and you owe 0.00 for that visit." That's one sentence.
2 "The bill comes from a second, separate service on the same claim: an evaluation and management visit for a new problem, your knee pain." one sentence.
3 "That service is a diagnostic service, which means it was done to find or treat a health problem, not to prevent one, so it is not covered at 100 percent." one.
4 "The allowed amount for that diagnostic service is 145.00." one.
5 "Because your deductible, the amount you must pay before the plan shares the cost for many services, has not been met, you owe the full 145.00 allowed amount for that service." one.
6 "If you believe your knee pain was not separately addressed during the visit, you may ask your provider to review and correct the coding, and the plan will reprocess a corrected claim." one.
Total 6 sentences. Good.
Need ensure define "allowed amount" first time. It appears in sentence 1: "the allowed amount of 220.00". Need define allowed amount first time it appears. Actually first use is "allowed amount" in sentence 1. Define there: "the allowed amount (the contracted rate the plan recognizes for a service)". Let's adjust: "so the plan paid the allowed amount (the contracted rate the plan recognizes for a service) of 220.00 and you owe 0.00 for that visit." That defines. Or maybe first term: preventive service? We define preventive service: "a preventive service, which is care to prevent illness". Good. Diagnostic service defined. Deductible defined. Allowed amount defined. Copay? Not used. Coinsurance? Not needed.
Check reading level: eighth-grade. It's okay.
Need not bullet list. No salutation/sign-off. Use exact dollar figures: 220.00 and 145.00. No currency symbols. Good.
Need check: "The allowed amount for that diagnostic service is 145.00." This repeats allowed amount but already defined. Fine.
Need mention "claim processed correctly"? Plan position: claim processed correctly. We can say "The claim processed correctly: preventive services are covered at 100 percent, and a separately identifiable diagnostic service addressed at the same visit is subject to the plan's normal cost share." Might be good to plan's position. But need under 7 sentences. Could incorporate. Let's see if we include plan's position maybe sentence: "The claim processed correctly because preventive services are covered at 100 percent, while a separately identifiable diagnostic service addressed at the same visit is subject to the plan's normal cost share." Then we might need still explain. Let's draft alternative with maybe 7 sentences.
Potential final:
"Your annual wellness visit on claim 2026-0688201 was a preventive service, which is care to prevent illness, and it was covered at 100 percent, so the plan paid the allowed amount (the contracted rate the plan recognizes for a service) of 220.00 and you owe 0.00 for that part. The bill comes from a second, separately identifiable service on the same claim: an evaluation and management visit for a new complaint, your knee pain. That service is a diagnostic service, meaning it was done to check or treat a health problem rather than to prevent one, so it is not covered at 100 percent. The allowed amount for that diagnostic service is 145.00. Because your deductible, the amount you must pay before the plan begins to pay its share for many services, has not been met, you owe the full 145.00 allowed amount for that service. The claim processed correctly: preventive care is covered at 100 percent, and a separate diagnostic service is subject to your normal cost share. If you believe your knee pain was not separately addressed, you may ask your provider to review and correct the coding, and the plan will reprocess a corrected claim."
Count sentences:
1 up to 0.00 for that part. (One)
2 The bill comes... knee pain. (Two)
3 That service is... 100 percent. (Three)
4 The allowed amount... 145.00. (Four)
5 Because your deductible... for that service. (Five)
6 The claim processed correctly... cost share. (Six)
7 If you believe... reprocess a corrected claim. (Seven)
Exactly 7 sentences. Good. Need ensure no extra sentence. Let's verify each ends with period and not semicolon joining independent clauses? Sentence 1: "Your annual wellness visit on claim 2026-0688201 was a preventive service, which is care to prevent illness, and it was covered at 100 percent, so the plan paid the allowed amount (the contracted rate the plan recognizes for a service) of 220.00 and you owe 0.00 for that part." This is one sentence. Good.
Sentence 2: "The bill comes from a second, separately identifiable service on the same claim: an evaluation and management visit for a new complaint, your knee pain." Colon, one sentence. Good.
Sentence 3: "That service is a diagnostic service, meaning it was done to check or treat a health problem rather than to prevent one, so it is not covered at 100 percent." one.
Sentence 4: "The allowed amount for that diagnostic service is 145.00." one.
Sentence 5: "Because your deductible, the amount you must pay before the plan begins to pay its share for many services, has not been met, you owe the full 145.00 allowed amount for that service." one.
Sentence 6: "The claim processed correctly: preventive care is covered at 100 percent, and a separate diagnostic service is subject to your normal cost share." one.
Sentence 7: "If you believe your knee pain was not separately addressed, you may ask your provider to review and correct the coding, and the plan will reprocess a corrected claim." one.
Total 7.
Need ensure "separately identifiable" maybe term of art? Not necessarily, but we use it. Could define? "separately identifiable service" maybe means a service that is billed separately because it is distinct from the preventive visit. We could define: "a second, separately identifiable service (a service that is billed on its own because it is distinct from the preventive visit)". But that adds length. Is "separately identifiable" a term of art? It's coding terminology. The instruction: Define any term of art the first time it appears. Is it needed? It appears in facts: "separately identifiable diagnostic service". The plan position says "separately identifiable diagnostic service addressed at the same visit". The member may not know. Maybe define: "separately identifiable service, meaning a service that is distinct and billed on its own". Let's adjust sentence 2: "The bill comes from a second, separately identifiable service on the same claim—an evaluation and management visit for a new complaint, your knee pain. "Separately identifiable" means the service was distinct from the preventive visit and is billed on its own." Wait that would be two sentences. But we can integrate: "The bill comes from a second, separately identifiable service on the same claim: an evaluation and management visit for a new complaint, your knee pain; “separately identifiable” means the service was distinct from the preventive visit and is billed on its own." But semicolon might make it still one sentence? Actually it's one sentence with semicolon separating two independent clauses. The rule counts sentences by ending punctuation? We need be careful: If we use semicolon, some graders count as one sentence if no period? Typically sentence count is by terminal period, question mark, exclamation point. Semicolon joins clauses into one sentence. But to be safe, don't create extra clauses. We can define in same clause: "The bill comes from a second service on the same claim that is separately identifiable, meaning it is distinct from the preventive visit and is billed on its own: an evaluation and management visit for a new complaint, your knee pain." That's one sentence. Let's check: "The bill comes from a second service on the same claim that is separately identifiable, meaning it is distinct from the preventive visit and is billed on its own: an evaluation and management visit for a new complaint, your knee pain." That's one sentence. Good. Then we don't need later "separate diagnostic service" maybe still okay.
Let's revise sentence 2 to define separately identifiable. Sentence 6 says "a separate diagnostic service" which is plain.
Let's reconstruct with definitions:
1. "Your annual wellness visit on claim 2026-0688201 was a preventive service, which is care to prevent illness, and it was covered at 100 percent, so the plan paid the allowed amount (the contracted rate the plan recognizes for a service) of 220.00 and you owe 0.00 for that part."
2. "The bill comes from a second service on the same claim that is separately identifiable, meaning it is distinct from the preventive visit and is billed on its own: an evaluation and management visit for a new complaint, your knee pain."
3. "That service is a diagnostic service, meaning it was done to check or treat a health problem rather than to prevent one, so it is not covered at 100 percent."
4. "The allowed amount for that diagnostic service is 145.00."
5. "Because your deductible, the amount you must pay before the plan begins to pay its share for many services, has not been met, you owe the full 145.00 allowed amount for that service."
6. "The claim processed correctly: preventive care is covered at 100 percent, and a separate diagnostic service is subject to your normal cost share."
7. "If you believe your knee pain was not separately addressed, you may ask your provider to review and correct the coding, and the plan will reprocess a corrected claim."
Count: 7. Good.
Check for clinical advice: none. Tell member they owe 145.00. Do not promise outcome. "plan will reprocess a corrected claim" is supported. Could say "If the corrected claim changes what you owe, the plan will apply the corrected amount." But facts say "plan will reprocess a corrected claim" not promise outcome. We shouldn't add. The sentence says "you may ask provider to review and correct coding, and the plan will reprocess a corrected claim." Good.
Need dates: no dates supplied except claim number. We didn't invent. Good.
Need money exact: 220.00, 145.00. Yes.
Potential issue: "member owes 0.00" vs "you owe 0.00". Good.
Could mention "annual physical" produced a bill: We say annual wellness visit was preventive. The bill comes from second service. That explains. Maybe member asked why free annual physical produced bill. Use "annual wellness visit" not "annual physical"? Facts say preventive annual wellness visit. Could say "The annual wellness visit, sometimes called an annual physical, ..." But facts call it preventive annual wellness visit. Should we map? The member thinks "free annual physical". Maybe say: "Your annual wellness visit, sometimes called an annual physical, ..." But is that adding a fact not supplied? The facts say "preventive annual wellness visit". We can refer to it as "annual wellness visit (sometimes called an annual physical)"? The prompt: "explaining why a 'free' annual physical produced a bill." The claim says Line 1 preventive annual wellness visit. It's okay to say annual wellness visit. If we say "annual physical" we might be using member's term. The message should use exact supplied terms? It says use exact dollar figures and dates supplied; do not introduce a figure that is not in the facts. It doesn't prohibit using "annual physical" as synonym, but better to use supplied term "annual wellness visit". The member called it free annual physical; the message can say "Your annual wellness visit (the visit you may think of as your annual physical)"? That might be helpful but not necessary. Avoid adding terms not in facts? The task says explain why a "free" annual physical produced a bill. We can say "Your annual wellness visit on claim..." and it's clear. Maybe add "the visit you may think of as a free annual physical" but that's extra. Let's keep to supplied: annual wellness visit.
Check if "preventive services are covered at 100 percent" we say "preventive care is covered at 100 percent". Good.
Should we mention "in-network"? Line 1 in-network. Not needed.
Line 2: "evaluation and management of a new complaint addressed at the same visit — the member raised knee pain and the physician evaluated and treated it." We mention new complaint, knee pain, evaluated and treated? We say "check or treat" covers evaluate and treat. Good.
Need maybe mention "evaluation and management" is term? E/M? Not necessary to define; we describe it as visit for new complaint. Could define "evaluation and management visit" maybe not term of art? It's a service type. But we can leave as is; it's understandable? At eighth-grade, "evaluation and management visit" is a bit jargon. Could say "an evaluation and management visit (a visit where the doctor evaluates and treats a problem)". But we already say diagnostic service meaning check or treat. That's enough.
Need the JSON: exactly one fenced JSON code block and nothing else. The JSON object with key "message". Ensure escaping of quotes inside string. We have parentheses, no inner double quotes? We need to be careful: In sentence 1, we have "(the contracted rate the plan recognizes for a service)" using parentheses, no quotes. Good. We don't have any double quotes inside JSON string, so no escaping needed except the string itself is in double quotes. Wait we might use a colon and a colon in sentence 2: "The bill comes from a second service on the same claim that is separately identifiable, meaning it is distinct from the preventive visit and is billed on its own: an evaluation and management visit for a new complaint, your knee pain." That colon is fine. No double quotes. In sentence 5: "deductible, the amount you must pay before the plan begins to pay its share for many services, has not been met". Good.
But check: In JSON, the string cannot contain unescaped newline. Our message is one paragraph with sentences separated by spaces, no newline. That's fine. Or we could include newline? JSON string can contain \n but we don't need. We'll output as a single line string with spaces.
Need ensure no trailing punctuation issue. Message ends with period. JSON: "message": "Your annual ... corrected claim." The final period is inside string. Outside the string, close quote, then close brace.
Wait the output contract: Reply with exactly one fenced JSON code block and nothing else. So:
```json
{
"message": "..."
}
```
Is that allowed? It says exactly one fenced JSON code block and nothing else. The code block contains JSON. It can be pretty-printed with newlines inside the code block. That's fine. The JSON object inside can have whitespace. The message value is a single line string. Ensure no comments.
Let's double-check the string content for any unescaped double quotes. The phrase "separately identifiable" no quotes. "diagnostic service" no quotes. Good. We used parentheses. All good.
Let's test JSON validity:
{
"message": "Your annual wellness visit on claim 2026-0688201 wajson{
"message": "Your annual wellness visit on claim 2026-0688201 was a preventive service, which is care to prevent illness, and it was covered at 100 percent, so the plan paid the allowed amount (the contracted rate the plan recognizes for a service) of 220.00 and you owe 0.00 for that part. The bill comes from a second service on the same claim that is separately identifiable, meaning it is distinct from the preventive visit and is billed on its own: an evaluation and management visit (a visit where the doctor evaluates and treats a problem) for a new complaint, your knee pain. That service is a diagnostic service, meaning it was done to check or treat a health problem rather than to prevent one, so it is not covered at 100 percent. The allowed amount for that diagnostic service is 145.00. Because your deductible, the amount you pay at the allowed rate before your coinsurance (your percentage share of the allowed amount after the deductible is met) begins, has not been met, you owe the full 145.00 allowed amount for that service. The claim processed correctly: preventive care is covered at 100 percent, and a separate diagnostic service is subject to your normal cost share (the part of the allowed amount you pay, such as your deductible or coinsurance). If you believe your knee pain was not separately addressed, you may ask your provider to review and correct the coding, and the plan will reprocess a corrected claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid 220.00 in full; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new complaint at same visit is separately billable, subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Says claim processed correctly and preventive covered 100 percent."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Tone is neutral and explanatory, no blame."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.012436
}Reasoning · 5,505 tokens
We need answer with JSON: {"message": "..."}. Need write member-facing text explaining why "free" annual physical produced a bill. Seven sentences or fewer. Use exact dollar figures and dates? There is claim 2026-0688201 but no specific dates. Use figures: Annual wellness visit allowed 220.00, plan paid 220.00, you owe 0.00. Then line 2: E/M new complaint (knee pain) evaluated/treated, allowed 145.00, diagnostic not preventive. Member deductible not met, you owe 145.00. Include plan position: preventive covered at 100%; separately identifiable diagnostic service at same visit subject to normal cost share. If believes knee pain not separately addressed, may ask provider to review/correct coding, plan will reprocess corrected claim. Appeal rights? Facts don't mention appeal rights except reprocess corrected claim. Could mention if you have questions, contact us? Need include route to resolution? They gave if member believes not separately addressed, ask provider to review and correct coding, plan will reprocess corrected claim. That should be included. No appeal rights given. Need be 7 sentences or fewer. Must define terms of art first time appears: preventive, deductible, cost share? Let's craft.
Need eighth-grade reading level. No bullet points unless facts need list. Here maybe two lines, but sentence limit. We can write paragraph or maybe list? Let's think about sentence count. We must be <=7 sentences. Each sentence ends with period/exclamation/question. Need cover:
- Your annual physical itself was covered at 100%, so you owe nothing for it.
- Allowed amount for the preventive annual wellness visit was 220.00; the plan paid 220.00 and you owe 0.00.
- During the same visit, you raised knee pain and the doctor evaluated and treated it. This is a diagnostic service, not a preventive service.
- The allowed amount for that service is 145.00. Because you have not met your deductible, you owe 145.00 for this part of the visit.
- Your plan covers preventive services at 100%, but a separately identifiable diagnostic service done at the same visit is subject to normal cost sharing.
- If you believe the knee pain was not separately addressed, you can ask your provider to review and correct the coding.
- If the provider sends a corrected claim, we will reprocess it.
Count sentences: 7 exactly. Let's verify each sentence boundary. Let's draft:
"Your annual wellness visit is a preventive service, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part of the visit. During the same visit, you raised knee pain and the doctor evaluated and treated it. That service is a diagnostic service, not a preventive service, and its allowed amount is 145.00. Because you have not met your deductible, you owe 145.00 for that service. Your plan covers preventive services at 100%, but a separately identifiable diagnostic service done at the same visit is subject to your normal cost share. If you believe the knee pain was not separately addressed, you can ask your provider to review and correct the coding. If the provider sends us a corrected claim, we will reprocess it."
Let's count sentences:
1. Your annual wellness visit is a preventive service, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that part of the visit.
2. During the same visit, you raised knee pain and the doctor evaluated and treated it.
3. That service is a diagnostic service, not a preventive service, and its allowed amount is 145.00.
4. Because you have not met your deductible, you owe 145.00 for that service.
5. Your plan covers preventive services at 100%, but a separately identifiable diagnostic service done at the same visit is subject to your normal cost share.
6. If you believe the knee pain was not separately addressed, you can ask your provider to review and correct the coding.
7. If the provider sends us a corrected claim, we will reprocess it.
That's 7 sentences. No salutation/sign-off. Should we define "allowed amount"? The message references allowed amount but not defined. Need define any term of art first time it appears. Terms: preventive service, diagnostic service, deductible, cost share, allowed amount. We used "allowed amount" without definition. We should define it: "allowed amount (the contracted rate the plan recognizes)". Let's see if that adds complexity. Could say "the plan paid the full allowed amount (the contracted rate the plan recognizes) of 220.00". Also "deductible (the amount you pay at the allowed rate before coinsurance begins)"? But maybe not necessary? Term of art: deductible is a term we should define first time. Also cost share? We say "normal cost share" maybe define: "your normal cost share (the part you pay, such as deductible or coinsurance)". Need ensure not too long but under 8th grade. Let's rewrite with definitions. We must not introduce new figures. Definitions are okay? Terms of art defined first time. Money amounts exact. Let's draft:
"Your annual wellness visit is a preventive service, so the plan paid the full allowed amount (the contracted rate the plan recognizes) of 220.00 and you owe 0.00 for that part of the visit. During the same visit, you raised knee pain and the doctor evaluated and treated it. That service is a diagnostic service, not a preventive service, and its allowed amount is 145.00. Because you have not met your deductible (the amount you pay before the plan begins to share costs), you owe 145.00 for that service. Your plan covers preventive services at 100%, but a separately identifiable diagnostic service done at the same visit is subject to your normal cost share (the part of the bill you pay). If you believe the knee pain was not separately addressed, you can ask your provider to review and correct the coding. If the provider sends us a corrected claim, we will reprocess it."
Count sentences: 7. Did we define all terms? Allowed amount defined. Preventive service? "preventive service" maybe term of art? Could define as care to prevent illness? But okay? Diagnostic service maybe not define? It says knee pain evaluated/treated; diagnostic service contrasted with preventive. Might need to define? Perhaps not necessary? Deductible defined; cost share defined. "Allowed amount" is defined. "Preventive service" might be understood? Could say "preventive service (care to prevent illness or detect it early)" but that's clinical? It explains coverage type, not clinical advice. But we should define term of art first time. Annual wellness visit is preventive service. Maybe: "Your annual wellness visit is a preventive service (routine care to check your health and prevent problems), so..." But avoid clinical advice? Defining is okay. However sentence limit. Let's see if adding more definitions pushes over 7 sentences. We can combine.
Need be careful: "coinsurance" not mentioned. Deductible definition: "the amount you pay before the plan begins to share costs" is sufficient; but technically deductible is amount you pay at allowed rate before coinsurance begins, but we don't need exact? The glossary says Deductible: amount member pays at allowed rate before coinsurance begins. But if we define as "the amount you pay before the plan begins to share costs", that's not precise because after deductible, coinsurance. But maybe okay? Better: "your deductible (the amount you must pay for covered services before the plan starts paying its share)". That is simpler and accurate-ish. But with deductible not met, they owe full allowed until met; after deductible, plan shares via coinsurance. "before the plan starts paying its share" works? Actually plan pays 100% preventive regardless. For diagnostic, plan pays 0% until deductible met; after deductible, plan pays percentage. So "before the plan starts paying its share for that service" maybe. But 8th grade.
Also "cost share" defined as "the part of the bill you pay, such as your deductible or coinsurance". That is fine.
Need check dates: no dates supplied except claim number 2026-0688201. Should we include claim number? Might be helpful but not required. The instructions: Use exact dollar figures and dates supplied. There are no dates in claim facts. Claim number is not a date. We can include claim number? "On claim 2026-0688201, ..." But no date. Is claim number a figure? It's an identifier. Including it might be okay but not necessary. Since no dates, don't invent. Don't mention claim number? The member explanation might not need claim number. If we include "On this claim," no number. We don't have dates. Should we mention "your visit on [date]"? No date supplied, so don't. The task says use exact dollar figures and dates supplied; none. So no dates.
Should we say "your deductible has not been met this year"? The fact says "Member deductible not met." We can say "Because you have not met your deductible". Good.
Need no bullet points. Paragraph with sentences. The output must be exactly one fenced JSON code block and nothing else. Need ensure JSON valid: message string with escaped quotes? We have no internal quotes except maybe parentheses. We must not have unescaped double quotes inside string. We used parentheses, no quotes. Good.
Let's re-evaluate sentence count with definitions and exact figures. Draft final:
"Your annual wellness visit is a preventive service (routine care to check your health), so the plan paid the full allowed amount (the contracted rate the plan recognizes) of 220.00 and you owe 0.00 for that part of the visit. During the same visit, you raised knee pain and the doctor evaluated and treated it. That service is a diagnostic service, not a preventive service, and its allowed amount is 145.00. Because you have not met your deductible (the amount you pay before the plan starts paying its share), you owe 145.00 for that service. Your plan covers preventive services at 100%, but a separately identifiable diagnostic service done at the same visit is subject to your normal cost share (the part of the bill you pay). If you believe the knee pain was not separately addressed, you can ask your provider to review and correct the coding. If the provider sends us a corrected claim, we will reprocess it."
Let's count sentences: There are 7 periods ending sentences. Check for any abbreviations with periods: none. "100%" no period. "220.00" includes a period but decimal, not sentence end. "145.00" same. "0.00" same. Need ensure parser might treat decimal points as sentence boundaries? In human counting, decimal points are not sentence terminators. Grader likely counts sentences by punctuation? The task says Seven sentences or fewer, human reading. Decimal points could confuse automatic counting, but we must include them; can't avoid. In previous tasks, decimals okay.
Let's verify each sentence:
1. Your annual wellness visit is a preventive service (routine care to check your health), so the plan paid the full allowed amount (the contracted rate the plan recognizes) of 220.00 and you owe 0.00 for that part of the visit.
- It ends with period after "visit." Good. Contains "220.00" and "0.00". The period after visit is separate. The decimals have periods but followed by digits, so not sentence end. Good.
2. During the same visit, you raised knee pain and the doctor evaluated and treated it.
3. That service is a diagnostic service, not a preventive service, and its allowed amount is 145.00.
4. Because you have not met your deductible (the amount you pay before the plan starts paying its share), you owe 145.00 for that service.
5. Your plan covers preventive services at 100%, but a separately identifiable diagnostic service done at the same visit is subject to your normal cost share (the part of the bill you pay).
6. If you believe the knee pain was not separately addressed, you can ask your provider to review and correct the coding.
7. If the provider sends us a corrected claim, we will reprocess it.
All good. Need maybe "annual physical" referenced? The member thinks "free annual physical". We say "annual wellness visit". Should we connect: "You asked why your “free” annual physical produced a bill." But quotes? The task: explaining why a "free" annual physical produced a bill. Should the message start by acknowledging? Not required, but could. Must be <=7 sentences. Adding an opening sentence would make 8. But we can incorporate. Maybe first sentence: "You asked why your “free” annual physical produced a bill." But then need the rest; that would be 8. Could replace something. Do we need to mention "free"? The prompt says Write a message to the member explaining why a "free" annual physical produced a bill. The message can just explain without quoting "free". But member-facing text maybe should address the bill. Our first sentence says your annual wellness visit is preventive... It explains that part was free, but why bill? Actually we explain the other service. It might be clearer to start: "Your annual wellness visit is a preventive service, so the plan paid... and you owe 0.00 for that part of the visit." That implicitly says the physical itself was free, but the bill is for another service. Then sentence 2 says during same visit knee pain... This answers why bill. Good.
Do we need to say "This is why you received a bill even though the physical is covered at 100%"? That would be extra sentence. Maybe can combine into sentence 3: "That service is a diagnostic service, not part of the preventive visit, and its allowed amount is 145.00." That explains. We already say "its allowed amount". Maybe add "This is why you received a bill for 145.00 even though the physical itself was covered at 100%." But that would be an additional sentence. Let's see if we can integrate into sentence 4 or 5. Sentence 5: "Your plan covers preventive services at 100%, but a separately identifiable diagnostic service done at the same visit is subject to your normal cost share (the part of the bill you pay)." That explains why bill. Good.
Need define "coinsurance"? Not used. Good.
One nuance: Deductible definition: we said "the amount you pay before the plan starts paying its share". But actually in this plan, for diagnostic service, because deductible not met, you owe 145.00 (the full allowed). After deductible met, plan pays coinsurance percentage. Our definition is okay: before plan starts paying its share. But for preventive services, plan pays 100% regardless of deductible. Does our deductible definition conflict? It's general definition of deductible, not saying plan doesn't pay anything before deductible for all services. Maybe better: "your deductible (the amount you must pay for most covered services before the plan begins to pay its share)". Let's use "for most covered services" to avoid implying preventive too. Actually preventive is covered at 100% and not subject to deductible. The glossary: Deductible: amount member pays at allowed rate before coinsurance begins. Copays do not apply unless plan doc says. It doesn't say preventive excluded, but plan covers preventive at 100%, so not subject to deductible. If we define deductible as "the amount you pay for covered services before the plan begins to share the cost" it's fine. The deductible applies to diagnostic service, not preventive. We can say "for this type of service". Sentence 4: "Because you have not met your deductible (the amount you pay for services like this before the plan starts paying its share), you owe 145.00 for that service." That is accurate and simple. Let's adjust.
Also "allowed amount (the contracted rate the plan recognizes)" is from glossary. Good.
Let's refine message text for reading level and clarity:
Sentence 1: "Your annual wellness visit is a preventive service (routine care to check your health), so the plan paid the full allowed amount (the contracted rate the plan recognizes) of 220.00 and you owe 0.00 for that part of the visit."
- "routine care to check your health" maybe too close to clinical? It's not advising care, just defining. Fine.
Sentence 2: "During the same visit, you raised knee pain and the doctor evaluated and treated it."
Sentence 3: "That service is a diagnostic service, not a preventive service, and its allowed amount is 145.00."
Sentence 4: "Because you have not met your deductible (the amount you pay for services like this before the plan starts paying its share), you owe 145.00 for that service."
Sentence 5: "Your plan covers preventive services at 100%, but a separately identifiable diagnostic service done at the same visit is subject to your normal cost share (the part of the bill you pay)."
- "separately identifiable" is a term from plan; we should keep exact? The plan position says "a separately identifiable diagnostic service addressed at the same visit". We used "separately identifiable diagnostic service done at the same visit". Good.
Sentence 6: "If you believe the knee pain was not separately addressed, you can ask your provider to review and correct the coding."
Sentence 7: "If the provider sends us a corrected claim, we will reprocess it."
Wait: The facts say "If the member believes the knee pain was not separately addressed, they may ask the provider to review and correct the coding, and the plan will reprocess a corrected claim." That is exactly sentences 6 and 7. Good.
Need check "provider sends us a corrected claim" vs "provider sends a corrected claim". Fine.
Should we mention "claim 2026-0688201"? Not needed. No dates.
Output JSON exactly:
```json
{
"message": "Your annual wellness visit is a preventive service (routine care to check your health), so the plan paid the full allowed amount (the contracted rate the plan recognizes) of 220.00 and you owe 0.00 for that part of the visit. During the same visit, you raised knee pain and the doctor evaluated and treated it. That service is a diagnostic service, not a preventive service, and its allowed amount is 145.00. Because you have not met your deductible (the amount you pay for services like this before the plan starts paying its share), you owe 145.00 for that service. Your plan covers preventive services at 100%, but a separately identifiable diagnostic service done at the same visit is subject to your normal cost share (the part of the bill you pay). If you believe the knee pain was not separately addressed, you can ask your provider to review and correct the coding. If the provider sends us a corrected claim, we will reprocess it."
}
```
Check JSON string: It contains parentheses, commas, periods, digits, percent sign, no double quotes inside. Good.
Let's double-check sentence count by splitting on period followed by space or end. We'll simulate:
String sentences:
1. "Your annual wellness visit is a preventive service (routine care to check your health), so the plan paid the full allowed amount (the contracted rate the plan recognizes) of 220.00 and you owe 0.00 for that part of the visit."
- decimals: 220.00 (period between 220 and 00), 0.00 (between 0 and 00). Those are not followed by space and captial. The sentence ends with "visit." followed by space then "During". Good.
2. "During the same visit, you raised knee pain and the doctor evaluated and treated it."
3. "That service is a diagnostic service, not a preventive service, and its allowed amount is 145.00."
- decimal 145.00.
4. "Because you have not met your deductible (the amount you pay for services like this before the plan starts paying its share), you owe 145.00 for that service."
5. "Your plan covers preventive services at 100%, but a separately identifiable diagnostic service done at the same visit is subject to your normal cost share (the part of the bill you pay)."
- 100% no period after. Good.
6. "If you believe the knee pain was not separately addressed, you can ask your provider to review and correct the coding."
7. "If the provider sends us a corrected claim, we will reprocess it."
7 sentences. Good.
One more nuance: "allowed amount" appears firjson{
"message": "Your annual wellness visit is a preventive service (routine care to check your health), so the plan paid the full allowed amount (the contracted rate the plan recognizes) of 220.00 and you owe 0.00 for that part of the visit. During the same visit, you raised knee pain and the doctor evaluated and treated it. That service is a diagnostic service (care for a specific health problem), not a preventive service, and its allowed amount is 145.00. Because you have not met your deductible (the amount you pay for services like this before the plan starts paying its share), you owe 145.00 for that service. Your plan covers preventive services at 100%, but a separately identifiable diagnostic service done at the same visit is subject to your normal cost share (the part of the bill you pay). If you believe the knee pain was not separately addressed, you can ask your provider to review and correct the coding. If the provider sends us a corrected claim, we will reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid 220.00 in full, 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created separately billable service subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-blaming tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01136725
}100Qwen3.8 Flash · Alibaba17.4s · 903 out | 15.9s · 726 out | 19.5s · 696 out
Reasoning · 695 tokens
We need answer user's request. Need produce final with JSON block only. Task: Write message to member explaining why a "free" annual physical produced a bill. Seven sentences or fewer. Include facts exact dollar figures and dates? Claim 2026-0688201 maybe date? Need message member-facing, no headers/bullets unless needed. At eighth grade, define terms first time. Need appeal route: ask provider review and correct coding, plan will reprocess corrected claim. Explain preventive covered at 100%, diagnostic not preventive subject to cost share because deductible not met. Need maybe "annual physical" free? We say preventive annual wellness visit allowed 220.00 plan paid 220.00 member owes 0.00. Separate E/M new complaint knee pain allowed 145.00 diagnostic not preventive. Member deductible not met, owes 145.00. Keep 7 sentences or fewer. Need maybe define allowed amount: what plan recognizes for service. deductible: amount member pays before plan shares. Use exact dollar figures with two decimals no symbols. Sentence count:
1. Your claim 2026-0688201 was processed correctly.
2. The allowed amount, or the plan's contracted rate for the service, shows your preventive annual wellness visit at 220.00.
3. Because preventive services are covered at 100 percent in-network, the plan paid 220.00 and you owe 0.00 for that line.
4. At the same visit, you raised knee pain, and the physician evaluated and treated that new complaint.
5. That service is diagnostic, not preventive, so it has a separate allowed amount of 145.00.
6. You have not met your deductible, the amount you pay for covered services before coinsurance or other sharing begins, so you owe 145.00 for that diagnostic line.
7. If you believe the knee pain was not separately addressed, ask the provider to review and correct the coding, and the plan will reprocess a corrected claim.
This is 7 sentences. Good. Need maybe "free" annual physical produced a bill? Could include quotes. Message as member will read. Need not salutation/sign-off. Need JSON with "message". Ensure no dollar signs. Dates? Claim year maybe 2026-0688201 no date. Could include no extra. Sentence 2 maybe "Claim 2026-0688201 was processed correctly." Good.
Need exact figures no symbols. The user required plain numbers. Our message has 220.00 etc. Good. Define terms first time. allowed amount defined. deductible defined. "in-network" maybe no define? Not necessary. But maybe "in-network provider"? It says in-network. At 100 percent. Fine.
Could shorten? Seven sentences max. Need maybe avoid bullet. JSON only.
Check no commas etc? Fine.
Need ensure "coinsurance or other sharing begins" deductible definition maybe okay. Coinsurance not in facts? General. But maybe define deductible as amount you pay before plan starts sharing costs. Simpler.
Need final JSON block only.json{
"message": "Claim 2026-0688201 was processed correctly. The allowed amount, or the plan's contracted rate for the service, shows your preventive annual wellness visit at 220.00. Because in-network preventive services are covered at 100 percent, the plan paid 220.00 and you owe 0.00 for that line. At the same visit, you raised knee pain, and the physician evaluated and treated that new complaint. That service is diagnostic, not preventive, so it has a separate allowed amount of 145.00. You have not met your deductible, the amount you pay before the plan starts sharing costs, so you owe 145.00 for that diagnostic line. If you believe the knee pain was not separately addressed, ask the provider to review and correct the coding, and the plan will reprocess a corrected claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive line paid 220.00 in full; 145.00 is separate diagnostic line."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain raised at visit was diagnostic, subject to deductible cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to ask provider to review coding; plan reprocesses corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms correct processing and that preventive is covered 100 percent."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame or scolding."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 547 tokens
We need answer user in English. Need produce final JSON only? Task says write message member explaining. Required keys: "message". Need output exactly one fenced JSON code block and nothing else. Need seven sentences or fewer. Plain JSON with string. We should not add extra keys. Need include facts, no rounding, dollar figures. Need at eighth-grade level. Message no headers/bullets maybe. Explain preventive annual wellness covered 100% plan paid 220.00 member owes 0.00. Knee pain evaluated/treated same visit is diagnostic separate; deductible not met, member owes 145.00. Plan processed correctly. If member believes knee pain not separately addressed, ask provider review and correct coding; plan reprocess corrected claim. Avoid clinical advice. Need maybe include claim ID? not necessary. Seven sentences or fewer. Need exact 220.00 0.00 145.00. Let's craft 6 sentences. Need maybe not promise? "the plan will reprocess a corrected claim" supported. Could include "the claim processed correctly". Sentence count: 1 "For claim 2026-0688201, your preventive annual wellness visit was covered at 100 percent." 2 "The plan paid 220.00, and you owe 0.00 for that line." 3 "At the same visit, you raised knee pain, and the physician evaluated and treated it." 4 "That service is diagnostic, not preventive, and is subject to your normal cost share." 5 "Your deductible is not met, so you owe 145.00 for that line." 6 "If you believe the knee pain was not separately addressed, you can ask the provider to review and correct the coding, and the plan will reprocess a corrected claim." Good seven? 6. It includes dates? none. Should we say "bill" perhaps. Need "free" annual physical? Explain "annual physical" and "annual wellness visit". User facts say preventive annual wellness visit. Message should be member-facing, maybe use "annual physical" too. Need exact allowed amounts? Allowed 220, plan paid 220. Member owes 0. line2 allowed 145 owes 145. Include allowed? Could be concise. We can mention allowed 220.00 and 145.00. Need no new figures. Need no salutation signoff. JSON string escape quotes. Use one code block. Ensure seven sentences or fewer. Final only fenced JSON.{
"message": "For claim 2026-0688201, your preventive annual physical was covered at 100 percent. The allowed amount was 220.00, the plan paid 220.00, and you owe 0.00 for that line. At the same visit, you raised knee pain, and the physician evaluated and treated it. That knee pain service is diagnostic, not preventive, so it is subject to your normal cost share. The allowed amount was 145.00, your deductible is not met, and you owe 145.00 for that line. If you believe the knee pain was not separately addressed, you can ask the provider to review and correct the coding, and the plan will reprocess a corrected claim."
}Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States 220.00 paid in full, 145.00 separate diagnostic line"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new complaint at same visit is diagnostic, subject to cost share"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim"
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; preventive stated as covered"
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame"
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.010686
}Reasoning · 504 tokens
We need answer user's request. Need write member-facing message explaining why free annual physical produced a bill. Need exactly? Task family requires JSON output with message key. Need fenced JSON only. Need seven sentences or fewer. Use exact figures and dates supplied. Probably include claim number? Maybe not necessary. Need at eighth-grade reading level. No headers, no bullets unless need. No salutation/sign-off. Define terms. Do not give clinical advice. Need mention plan paid 220.00 member owes 0.00 for preventive. Line 2 E/M new complaint, allowed 145.00, diagnostic service, not preventive, member deductible not met, member owes 145.00. Need explain free annual physical maybe only preventive covered, separate diagnostic service billed. Include appeal rights? If believes knee pain not separately addressed, ask provider to review/correct coding, plan reprocess corrected claim. Maybe mention claim 2026-0688201? Need dates? No dates supplied. Exact dollar figures: 220.00 and 0.00, 145.00. Sentence count <=7. Could write:
"Your claim 2026-0688201 shows the annual wellness visit as a preventive service, so the plan paid 220.00 and you owe 0.00 for that part."
"The bill came from a separate line for evaluation and management of your new knee complaint, which the plan counts as a diagnostic service, not a preventive service."
"For a diagnostic service, normal cost sharing applies, and your deductible is the amount you pay before the plan shares costs."
"Your deductible was not met, so you owe the full allowed amount of 145.00 for that line."
"The preventive part remains covered at 100%."
"If you believe the knee pain was not separately addressed, ask the provider to review and correct the coding."
"Send the corrected claim to the plan, and we will reprocess it."
Need maybe no 'send to plan' because if corrected claim from provider? Facts: member may ask provider to review and correct coding, plan will reprocess corrected claim. Good. Sentence count 7. Need JSON. Ensure no extra. Need maybe "annual physical" vs "wellness visit"? Use supplied. Need define deductible. Good.
json{
"message": "Your claim 2026-0688201 shows the annual wellness visit as a preventive service, so the plan paid 220.00 and you owe 0.00 for that part. The bill came from a separate line for evaluation and management of your new knee complaint, which the plan counts as a diagnostic service, not a preventive service. For a diagnostic service, normal cost sharing applies, and your deductible is the amount you pay before the plan shares costs. Your deductible was not met, so you owe the full allowed amount of 145.00 for that line. The preventive part remains covered at 100%. If you believe the knee pain was not separately addressed, ask the provider to review and correct the coding. Send the corrected claim to the plan, and we will reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid 220.00, 0.00 owed; 145.00 is separate diagnostic line."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new knee complaint became separate diagnostic line subject to normal cost sharing."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Advises asking provider to review/correct coding; plan will reprocess corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive covered at 100%."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01456725
}100Kimi K2.6 · Moonshot74.9s · 2,370 out | 19.6s · 3,717 out | 41.6s · 2,071 out
Reasoning · 2,201 tokens
The user wants a member-facing message explaining why a "free" annual physical produced a bill. Constraints:
- Seven sentences or fewer.
- Write as the member will read it: no headers, no bullet points unless facts genuinely need a list, no salutation or sign-off unless asked (not asked here).
- Eighth-grade reading level. Define any term of art the first time it appears.
- Use exact dollar figures and dates supplied; do not round them and do not introduce a figure not in the facts. The facts mention 220.00, 145.00, 0.00, etc.
- Do not give clinical advice.
- Do not promise an outcome the facts do not support.
- Where facts include appeal rights, deadlines, or route to resolution, include them. The facts mention: "If the member believes the knee pain was not separately addressed, they may ask the provider to review and correct the coding, and the plan will reprocess a corrected claim." This is a route to resolution; include it.
- The keys required: "message" string.
- Exactly one fenced JSON code block and nothing else.
Need to count sentences carefully. Seven or fewer.
Let's draft:
Your annual wellness visit is covered at no cost to you, so the plan paid the full allowed amount of 220.00 for that preventive care. During the same visit, your doctor also evaluated and treated your knee pain, which is considered a diagnostic service rather than preventive care. Because diagnostic services are subject to your deductible and your deductible had not yet been met, you owe 145.00 for that portion. The claim processed correctly according to your benefits. If you believe the knee pain was not separately addressed, you can ask your provider to review the coding and submit a corrected claim, which we will reprocess.
Let's count sentences:
1. Your annual wellness visit is covered at no cost to you, so the plan paid the full allowed amount of 220.00 for that preventive care.
2. During the same visit, your doctor also evaluated and treated your knee pain, which is considered a diagnostic service rather than preventive care.
3. Because diagnostic services are subject to your deductible and your deductible had not yet been met, you owe 145.00 for that portion.
4. The claim processed correctly according to your benefits.
5. If you believe the knee pain was not separately addressed, you can ask your provider to review the coding and submit a corrected claim, which we will reprocess.
That's 5 sentences. Good.
Check for terms of art: "allowed amount", "deductible", "diagnostic service", "preventive care". Should I define them? The prompt says "Define any term of art the first time it appears." Let's see:
- "allowed amount" — term of art in glossary. Should define. Could say "the amount the plan recognizes for the service". But that might be clunky. Let's see if needed. The prompt says "Write at roughly an eighth-grade reading level. Define any term of art the first time it appears." So yes, define.
Let's revise:
Your annual wellness visit is covered at no cost to you, so the plan paid the full allowed amount of 220.00 for that preventive care. During the same visit, your doctor also evaluated and treated your knee pain, which is considered a diagnostic service rather than preventive care. A diagnostic service is care provided to evaluate or treat a specific problem. Because this service is subject to your deductible—the amount you pay before the plan begins to share costs—and your deductible had not yet been met, you owe 145.00 for that portion. The claim processed correctly according to your benefits. If you believe the knee pain was not separately addressed, you can ask your provider to review the coding and submit a corrected claim, which we will reprocess.
Count sentences:
1. Your annual wellness visit is covered at no cost to you, so the plan paid the full allowed amount of 220.00 for that preventive care.
2. During the same visit, your doctor also evaluated and treated your knee pain, which is considered a diagnostic service rather than preventive care.
3. A diagnostic service is care provided to evaluate or treat a specific problem.
4. Because this service is subject to your deductible—the amount you pay before the plan begins to share costs—and your deductible had not yet been met, you owe 145.00 for that portion.
5. The claim processed correctly according to your benefits.
6. If you believe the knee pain was not separately addressed, you can ask your provider to review the coding and submit a corrected claim, which we will reprocess.
That's 6 sentences. Still within 7.
Check definitions:
- "allowed amount": I didn't define explicitly. Is it a term of art? Yes per glossary. I used "allowed amount of 220.00". Maybe I should define it. But it's used as a descriptor. The instruction says "Define any term of art the first time it appears." So maybe: "the plan paid the full allowed amount of 220.00—the rate the plan sets for that service". But that's a bit long. However, to be safe, I should define it.
Let's try:
Your annual wellness visit is covered at no cost to you, so the plan paid the full allowed amount of 220.00, which is the rate we recognize for that preventive care. During the same visit, your doctor also evaluated and treated your knee pain, which is considered a diagnostic service rather than preventive care. A diagnostic service is care provided to evaluate or treat a specific problem. Because this service is subject to your deductible—the amount you pay before the plan begins to share costs—and your deductible had not yet been met, you owe 145.00 for that portion. The claim processed correctly according to your benefits. If you believe the knee pain was not separately addressed, you can ask your provider to review the coding and submit a corrected claim, which we will reprocess.
Sentences:
1. Your annual wellness visit is covered at no cost to you, so the plan paid the full allowed amount of 220.00, which is the rate we recognize for that preventive care.
2. During the same visit, your doctor also evaluated and treated your knee pain, which is considered a diagnostic service rather than preventive care.
3. A diagnostic service is care provided to evaluate or treat a specific problem.
4. Because this service is subject to your deductible—the amount you pay before the plan begins to share costs—and your deductible had not yet been met, you owe 145.00 for that portion.
5. The claim processed correctly according to your benefits.
6. If you believe the knee pain was not separately addressed, you can ask your provider to review the coding and submit a corrected claim, which we will reprocess.
6 sentences. Good.
Check: "preventive care" is somewhat self-explanatory but not a defined term in glossary? Actually glossary defines preventive services? Not explicitly, but "preventive annual wellness visit" is used. The instruction says define any term of art. I think "allowed amount" and "deductible" are definitely terms of art. "Diagnostic service" is also a term of art in this context. I defined diagnostic service and deductible. Allowed amount is defined in sentence 1.
Are there any other terms? "Coding" might be term of art? Maybe not as critical, but it's fairly plain. "Corrected claim" is plain enough.
Make sure no rounding or extra figures: 220.00 and 145.00 are exact. 0.00 is not mentioned because it's zero owed for preventive. I didn't mention 0.00 explicitly, but that's okay. The facts say "Member owes 0.00" for line 1, but I say "covered at no cost to you". That's okay because I'm not introducing a new figure.
Check route to resolution: included.
Check no clinical advice: yes.
Check no salutation/sign-off: yes.
Check no bullet points: yes.
Check reading level: roughly 8th grade.
Let's ensure it's exactly one fenced JSON block and nothing else.
```json
{
"message": "Your annual wellness visit is covered at no cost to you, so the plan paid the full allowed amount of 220.00, which is the rate we recognize for that preventive care. During the same visit, your doctor also evaluated and treated your knee pain, which is considered a diagnostic service rather than preventive care. A diagnostic service is care provided to evaluate or treat a specific problem. Because this service is subject to your deductible—the amount you pay before the plan begins to share costs—and your deductible had not yet been met, you owe 145.00 for that portion. The claim processed correctly according to your benefits. If you believe the knee pain was not separately addressed, you can ask your provider to review the coding and submit a corrected claim, which we will reprocess."
}
```
Count again:
1. Your annual wellness visit...
2. During the same visit...
3. A diagnostic service...
4. Because this service...
5. The claim processed...
6. If you believe...
Six sentences. Good.
Wait: Is "allowed amount" defined enough? "which is the rate we recognize for that preventive care." Glossary says "Allowed amount: the contracted rate the plan recognises for a service." My definition is close enough and eighth-grade level. Could say "the contracted rate the plan recognizes" but "contracted rate" might be another term of art. "Rate we recognize" is simpler.
Also, is "deductible" defined well? "the amount you pay before the plan begins to share costs." Glossary: "the amount a member pays at the allowed rate before coinsurance begins." But I didn't mention coinsurance because it's not relevant (member owes full allowed amount because deductible not met). The definition is close enough.
One more check: The prompt says "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." I used 220.00 and 145.00. I did not use 0.00. Is that okay? Yes, because I didn't need to state the zero; I said "no cost to you". I didn't introduce a new figure.
The prompt says "If the member believes the knee pain was not separately addressed, they may ask the provider to review and correct the coding, and the plan will reprocess a corrected claim." I said "If you believe the knee pain was not separately addressed, you can ask your provider to review the coding and submit a corrected claim, which we will reprocess." This captures the resolution route.
Looks good. I'll output the JSON block only.json{
"message": "Your annual wellness visit is covered at no cost to you, so the plan paid the full allowed amount of 220.00, which is the rate we recognize for that preventive care. During the same visit, your doctor also evaluated and treated your knee pain, which is considered a diagnostic service rather than preventive care. A diagnostic service is care provided to evaluate or treat a specific problem. Because this service is subject to your deductible—the amount you pay before the plan begins to share costs—and your deductible had not yet been met, you owe 145.00 for that portion. The claim processed correctly according to your benefits. If you believe the knee pain was not separately addressed, you can ask your provider to review the coding and submit a corrected claim, which we will reprocess."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid 220.00 preventive in full; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation at same visit is diagnostic and subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and corrected claim reprocessing."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly and preventive covered fully."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-blaming tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 4,176 tokens
The user wants a member-facing message explaining why a "free" annual physical produced a bill. Constraints:
- Seven sentences or fewer.
- Write as the member will read it: no headers, no bullet points unless facts genuinely need a list, no salutation or sign-off unless asked for a letter.
- Eighth-grade reading level.
- Define any term of art the first time it appears.
- Use exact dollar figures and dates supplied; do not round them and do not introduce figures not in the facts.
- Do not give clinical advice.
- Do not promise an outcome the facts do not support.
- Where facts include appeal rights, deadlines, or route to resolution, include them. The prompt mentions: "If the member believes the knee pain was not separately addressed, they may ask the provider to review and correct the coding, and the plan will reprocess a corrected claim." This is a route to resolution, so must be included.
- Keys required: "message" (string). Exactly one fenced JSON code block and nothing else.
Let's parse the facts:
- Claim 2026-0688201
- Line 1: preventive annual wellness visit, in-network. Allowed 220.00. Plan paid 220.00. Member owes 0.00.
- Line 2: evaluation and management of a new complaint addressed at the same visit — member raised knee pain and physician evaluated and treated it. Allowed 145.00. This is a diagnostic service, not preventive. Member deductible not met. Member owes 145.00.
- Plan position: claim processed correctly. Preventive services covered at 100%; separately identifiable diagnostic service addressed at same visit subject to normal cost share.
- If member believes knee pain was not separately addressed, they may ask provider to review and correct coding, and plan will reprocess corrected claim.
Need to craft a message, max 7 sentences.
Possible draft:
Your annual wellness visit is covered at no cost to you, so the plan paid the full allowed amount of 220.00 for that preventive service. During the same visit, your doctor also evaluated and treated your knee pain, which is a diagnostic service, not preventive. Because your deductible has not been met this year, you owe the full allowed amount of 145.00 for that diagnostic service. The claim processed correctly under your plan's rules. If you believe the knee pain was not addressed separately, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim.
Let's count sentences:
1. Your annual wellness visit is covered at no cost to you, so the plan paid the full allowed amount of 220.00 for that preventive service.
2. During the same visit, your doctor also evaluated and treated your knee pain, which is a diagnostic service, not preventive.
3. Because your deductible has not been met this year, you owe the full allowed amount of 145.00 for that diagnostic service.
4. The claim processed correctly under your plan's rules.
5. If you believe the knee pain was not addressed separately, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim.
That's 5 sentences. Good.
Check constraints:
- Seven sentences or fewer: yes (5).
- No headers, bullet points, salutation, sign-off: yes.
- Eighth-grade reading level: seems appropriate. Maybe define "deductible"? The prompt says "Define any term of art the first time it appears." Deductible is in the glossary and is a term of art. I should define it. "Because your deductible—the amount you pay each year before the plan begins to share costs—has not been met..." That might add length but is okay.
Let's revise with definition:
Your annual wellness visit is covered at no cost to you, so the plan paid the full allowed amount of 220.00 for that preventive service. During the same visit, your doctor also evaluated and treated your knee pain, which is a diagnostic service and not preventive. Because your deductible, the amount you pay before insurance starts to share costs, has not yet been met, you owe the full allowed amount of 145.00 for that diagnostic service. The claim processed correctly under your plan's rules. If you believe the knee pain was not addressed separately, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim.
Sentence count:
1. Your annual wellness visit...
2. During the same visit...
3. Because your deductible...
4. The claim processed...
5. If you believe...
5 sentences. Good.
Check no rounding: 220.00 and 145.00 used exactly.
Check dates: none supplied, so none introduced.
Check no clinical advice: just explaining coverage.
Check included resolution route: yes.
Check no outcome promise: says "we will reprocess a corrected claim" which matches facts.
Check no bullet points: none.
Check one fenced JSON block: yes.
Need to ensure JSON is properly escaped. No special characters that need escaping besides maybe quotes. I'll use double quotes for JSON string, so internal quotes are fine as long as they are straight quotes. Wait, the string contains no quotes. Good.
Let's double-check the term "allowed amount". Is that a term of art? Yes. Should I define it? The prompt says "Define any term of art the first time it appears." Allowed amount is in the glossary. So I should probably define it. But can I fit it naturally? "the plan paid the full allowed amount of 220.00 — that is, the rate we recognize for the service — for that preventive service." That might be clunky.
Alternatively: "Your annual wellness visit is covered at no cost to you, so the plan paid the full allowed amount of 220.00 for that preventive service." If I don't define allowed amount, is that a violation? The instruction says "Define any term of art the first time it appears." This is a strict harness. I should define it. Let me see if I can weave it in.
"Your annual wellness visit is covered at no cost to you, so the plan paid the full allowed amount—the contracted rate we recognize—of 220.00 for that preventive service." That's a bit awkward but okay.
"During the same visit, your doctor also evaluated and treated your knee pain, which is a diagnostic service and not preventive." Good.
"Because your deductible, the amount you pay each year before the plan begins sharing costs, has not been met, you owe the full allowed amount of 145.00 for that diagnostic service." I used allowed amount again but defined it once. Maybe define it first sentence and not again. But the instruction is "the first time it appears". So first sentence is okay.
Let's refine:
Your annual wellness visit is covered at no cost to you, so the plan paid the full allowed amount, the contracted rate we recognize for the service, of 220.00 for that preventive care. During the same visit, your doctor also evaluated and treated your knee pain, which is a diagnostic service and not preventive. Because your deductible, the amount you pay each year before the plan begins sharing costs, has not been met, you owe the full allowed amount of 145.00 for that diagnostic service. The claim processed correctly under your plan's rules. If you believe the knee pain was not addressed separately, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim.
Wait, sentence 1 is a bit long but is one sentence. Let's check reading level. Maybe slightly complex but should be okay.
Alternative: "Your annual wellness visit is covered at no cost to you, and the plan paid the full allowed amount of 220.00. The allowed amount is the contracted rate we recognize for a service." That adds a sentence. But I have room (max 7). Let's see:
1. Your annual wellness visit is covered at no cost to you, and the plan paid the full allowed amount of 220.00.
2. The allowed amount is the contracted rate we recognize for a service.
3. During the same visit, your doctor also evaluated and treated your knee pain, which is a diagnostic service and not preventive.
4. Because your deductible, the amount you pay each year before the plan begins sharing costs, has not been met, you owe the full allowed amount of 145.00 for that diagnostic service.
5. The claim processed correctly under your plan's rules.
6. If you believe the knee pain was not addressed separately, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim.
That's 6 sentences. Good. It clearly defines allowed amount and deductible. This might be safer.
But is "allowed amount" considered a term of art that must be defined? Yes per glossary. "Deductible" too. I think defining both is safest.
Wait, the prompt says "Write at roughly an eighth-grade reading level. Define any term of art the first time it appears." So yes.
Let's check if "preventive" is a term of art? Probably not in the same sense, but "diagnostic service" might be. I'll keep it simple.
Let's verify sentence count: 6. Good.
Is there any mention of appeal rights or deadlines? The prompt says "If the member believes... they may ask the provider to review and correct the coding..." This is a route to resolution, so I included it. No deadlines or formal appeal rights are in the facts, so I don't need to add them.
Check money format: plain number with two decimal places, no currency symbol. In the message, should I include the $ symbol? The ground rules say "Report every dollar amount as a plain number with two decimal places and no currency symbol...". This applies globally. So I must write 220.00 and 145.00 without $.
Check that I'm not adding keys. Only "message" is required.
Let's review the text for any stray $ signs. I have none in my draft.
Let's do a final read:
"Your annual wellness visit is covered at no cost to you, and the plan paid the full allowed amount of 220.00. The allowed amount is the contracted rate we recognize for a service. During the same visit, your doctor also evaluated and treated your knee pain, which is a diagnostic service and not preventive. Because your deductible, the amount you pay each year before the plan begins sharing costs, has not been met, you owe the full allowed amount of 145.00 for that diagnostic service. The claim processed correctly under your plan's rules. If you believe the knee pain was not addressed separately, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim."
Wait, sentence 4: "Because your deductible, the amount you pay each year before the plan begins sharing costs, has not been met, you owe the full allowed amount of 145.00 for that diagnostic service." This is one sentence. Good.
I should make sure it flows well. "Your annual wellness visit is covered at no cost to you, and the plan paid the full allowed amount of 220.00." This might be slightly confusing because usually the allowed amount is what the plan recognizes, and they paid it, but member owes 0.00. It's okay.
Could also say: "The plan paid 220.00 for your preventive annual wellness visit, so you owe nothing for that service." But must use exact figures. Yes.
Let's consider if I need to mention the claim number. The prompt includes it, but the task is to explain the bill. Usually not necessary in a short message unless it helps. The prompt doesn't require it.
Check for prohibited content: No clinical advice, no telling what care they need. Good.
One more check: "The claim processed correctly under your plan's rules." This reflects the plan position. Good.
I think this is solid.
Now format as JSON block only.
```json
{
"message": "Your annual wellness visit is covered at no cost to you, and the plan paid the full allowed amount of 220.00. The allowed amount is the contracted rate we recognize for a service. During the same visit, your doctor also evaluated and treated your knee pain, which is a diagnostic service and not preventive. Because your deductible, the amount you pay each year before the plan begins sharing costs, has not been met, you owe the full allowed amount of 145.00 for that diagnostic service. The claim processed correctly under your plan's rules. If you believe the knee pain was not addressed separately, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim."
}
```
Wait, the prompt says "no bullet points unless the facts genuinely need a list". I have none.
Also "no salutation or sign-off unless the item asks for a letter." The item does not ask for a letter. So no "Dear Member" or "Sincerely". Good.
Check sentence count again:
1. Your annual wellness visit is covered at no cost to you, and the plan paid the full allowed amount of 220.00.
2. The allowed amount is the contracted rate we recognize for a service.
3. During the same visit, your doctor also evaluated and treated your knee pain, which is a diagnostic service and not preventive.
4. Because your deductible, the amount you pay each year before the plan begins sharing costs, has not been met, you owe the full allowed amount of 145.00 for that diagnostic service.
5. The claim processed correctly under your plan's rules.
6. If you believe the knee pain was not addressed separately, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim.
Six sentences. Under seven.
One concern: Is "allowed amount" used before defined? In sentence 1 I use it, sentence 2 I define it. The instruction says "Define any term of art the first time it appears." This technically violates that because it appears in sentence 1 before defined in sentence 2. I should define it in the first sentence or parenthetically.
Revision:
"Your annual wellness visit is covered at no cost to you, and the plan paid the full allowed amount of 220.00, which is the contracted rate we recognize for the service."
Then I don't need sentence 2. Let's recount:
1. Your annual wellness visit is covered at no cost to you, and the plan paid the full allowed amount of 220.00, which is the contracted rate we recognize for the service.
2. During the same visit, your doctor also evaluated and treated your knee pain, which is a diagnostic service and not preventive.
3. Because your deductible, the amount you pay each year before the plan begins sharing costs, has not been met, you owe the full allowed amount of 145.00 for that diagnostic service.
4. The claim processed correctly under your plan's rules.
5. If you believe the knee pain was not addressed separately, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim.
Five sentences. Perfect. And "allowed amount" is defined the first time it appears.
Let's double-check if "deductible" is defined the first time it appears. Yes, in sentence 3.
What about "diagnostic service"? Is that a term of art? It's fairly plain English but might be. I think it's okay. If I wanted to be extra safe: "which is a diagnostic service, meaning a service to find or treat a illness or injury, and not preventive." But that might be too much. I'll keep it simple.
Also, should I say "preventive care" or "preventive service"? The facts say "preventive annual wellness visit". I used "preventive service" in the draft.
Let's verify the allowed amount definition. Glossary says: "Allowed amount: the contracted rate the plan recognises for a service." My phrasing: "which is the contracted rate we recognize for the service." Close enough.
I think this version is better because it defines on first use.
Final text:
"Your annual wellness visit is covered at no cost to you, and the plan paid the full allowed amount of 220.00, which is the contracted rate we recognize for the service. During the same visit, your doctor also evaluated and treated your knee pain, which is a diagnostic service and not preventive. Because your deductible, the amount you pay each year before the plan begins sharing costs, has not been met, you owe the full allowed amount of 145.00 for that diagnostic service. The claim processed correctly under your plan's rules. If you believe the knee pain was not addressed separately, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim."
Wait, in sentence 3 I use "allowed amount" again without definition, but it was defined in sentence 1. So that's fine.
Let's check sentence boundaries. I have 5 sentences. All good.
One final check: The instruction "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." I used 220.00 and 145.00. Correct.
I'm ready. json{
"message": "Your annual wellness visit is covered at no cost to you, and the plan paid the full allowed amount of 220.00, which is the contracted rate we recognize for the service. During the same visit, your doctor also evaluated and treated your knee pain, which is a diagnostic service and not preventive. Because your deductible, the amount you pay each year before the plan begins sharing costs, has not been met, you owe the full allowed amount of 145.00 for that diagnostic service. The claim processed correctly under your plan's rules. If you believe the knee pain was not addressed separately, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States wellness visit paid in full at 220.00; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluated same visit is diagnostic, billed separately, subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly and preventive covered fully."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 1,907 tokens
The user wants a member-facing message explaining why a "free" annual physical produced a bill. Constraints:
- Seven sentences or fewer.
- No headers, no bullet points unless needed, no salutation or sign-off unless asked (not asked here).
- Eighth-grade reading level.
- Define any term of art the first time it appears.
- Use exact dollar figures: 220.00 and 145.00. Allowed amounts are 220.00 and 145.00. Member owes 145.00. Preventive covered at 100%.
- Do not give clinical advice.
- Do not promise outcome not supported.
- Include appeal rights? The facts say: "If the member believes the knee pain was not separately addressed, they may ask the provider to review and correct the coding, and the plan will reprocess a corrected claim." This is not exactly an appeal right but a route to resolution. Should include it.
- JSON only, with key "message".
Let me craft the message.
Sentence 1: Explain that the annual wellness visit is covered fully.
Sentence 2: Explain that during the visit, the doctor also evaluated your knee pain, which is a separate diagnostic service.
Sentence 3: Explain that diagnostic services are subject to cost sharing like deductible.
Sentence 4: State your deductible was not met, so you owe the allowed amount.
Sentence 5: State the amount: 145.00.
Sentence 6: Explain what to do if they disagree (coding correction).
Sentence 7: Mention plan will reprocess corrected claim.
Check sentence count: Let's draft.
"Your preventive annual wellness visit is covered at 100 percent, so you owe nothing for that part of the visit. However, during the same appointment your physician also evaluated and treated your knee pain, which is a diagnostic service and not preventive care. Diagnostic services are subject to your plan’s normal cost sharing, including your deductible, which has not yet been met. Because of this, you owe 145.00 for the diagnostic service. If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding. Once we receive a corrected claim, we will reprocess it."
That's 6 sentences. Good.
Check terms of art: "preventive annual wellness visit" is maybe okay but "diagnostic service" and "deductible" are terms of art. I defined deductible implicitly? "including your deductible, which is..." That's okay. Did I define "diagnostic service"? I said "which is a diagnostic service and not preventive care." That explains it. Did I define "preventive annual wellness visit"? Not really a term of art needing definition. "Allowed amount"? No need unless used. I used "owe 145.00" not "allowed amount".
Check exact figures: 145.00. 220.00 is not mentioned explicitly but could be. The prompt says use exact dollar figures. Should I mention 220.00? Maybe not necessary but I should ensure I don't round. I used 145.00.
Check reading level: Simple.
Check no bullet points, no headers.
Check appeal/resolution route: Included.
Check sentence count: 6 sentences. Good.
Double-check: "Your preventive annual wellness visit is covered at 100 percent, so you owe nothing for that part of the visit." -> Sentence 1.
"However, during the same appointment your physician also evaluated and treated your knee pain, which is a diagnostic service and not preventive care." -> Sentence 2.
"Diagnostic services are subject to your plan’s normal cost sharing, including your deductible, which has not yet been met." -> Sentence 3.
"Because of this, you owe 145.00 for the diagnostic service." -> Sentence 4.
"If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding." -> Sentence 5.
"Once we receive a corrected claim, we will reprocess it." -> Sentence 6.
Wait, is "preventive annual wellness visit" too jargony? Maybe say "free yearly checkup"? But the facts say "preventive annual wellness visit". The instruction says write at roughly eighth-grade level and define any term of art the first time it appears. "Preventive annual wellness visit" is fairly clear. But "diagnostic service" might need more plain language. Let's make it simpler.
Alternative:
Sentence 1: Your yearly wellness checkup is a preventive service covered at no cost to you.
Sentence 2: During that same visit, your doctor also examined and treated your knee pain, which counts as a diagnostic service to figure out a problem.
Sentence 3: Diagnostic services are not free; they are subject to your plan’s regular cost sharing, such as your deductible, which is the amount you pay before insurance pays more.
Sentence 4: Since your deductible is not yet met, you owe 145.00 for that portion.
Sentence 5: If you believe the knee pain was not treated as a separate issue, you can ask your doctor’s office to review and correct the billing codes.
Sentence 6: We will reprocess the claim if a corrected claim is received.
This is 6 sentences. Defines deductible. Defines diagnostic service. Uses exact figure 145.00. Mentions route to resolution. No mention of 220.00. Is that okay? The prompt says "Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts." It doesn't say I must use every figure, just that if I use one, it must be exact. Not mentioning 220.00 is fine.
But maybe I should mention that the plan paid 220.00 for the preventive part to make it clear. However, 7 sentences max. Let's see if I can fit it.
"Your preventive annual wellness visit is covered at 100 percent, so the plan paid 220.00 and you owe nothing for that portion. During the same appointment your physician also evaluated and treated your knee pain; this is a diagnostic service, which means care to identify or treat a symptom or illness and is billed separately. Diagnostic services are subject to your plan’s normal cost sharing, including your deductible, which is the amount you pay each year before the plan begins to share costs. Because your deductible has not been met, you owe 145.00 for the diagnostic service. If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding. Once we receive a corrected claim, we will reprocess it."
Count:
1. Your preventive annual wellness visit is covered at 100 percent, so the plan paid 220.00 and you owe nothing for that portion.
2. During the same appointment your physician also evaluated and treated your knee pain; this is a diagnostic service, which means care to identify or treat a symptom or illness and is billed separately.
3. Diagnostic services are subject to your plan’s normal cost sharing, including your deductible, which is the amount you pay each year before the plan begins to share costs.
4. Because your deductible has not been met, you owe 145.00 for the diagnostic service.
5. If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding.
6. Once we receive a corrected claim, we will reprocess it.
6 sentences. Includes 220.00 and 145.00. Defines deductible. Defines diagnostic service. Includes resolution route. No bullet points. No salutation. Good.
Wait, sentence 2 is long but okay. Is "diagnostic service" defined well enough? "which means care to identify or treat a symptom or illness" — yes.
Check that I didn't use "allowed amount". The facts say Allowed 220.00 and Allowed 145.00. I said "plan paid 220.00" and "you owe 145.00". That's fine.
One more check: "Preventive services are covered at 100 percent". I used "covered at 100 percent". Good.
Should I mention "in-network"? Not necessary.
The prompt says "Write it as the member will read it: no headers, no bullet points unless the facts genuinely need a list, no salutation or sign-off unless the item asks for a letter." So just the text.
Final check on sentence count: 6 sentences. Under 7.
Let's ensure JSON is properly formatted.
```json
{
"message": "Your preventive annual wellness visit is covered at 100 percent, so the plan paid 220.00 and you owe nothing for that portion. During the same appointment your physician also evaluated and treated your knee pain; this is a diagnostic service, which means care to identify or treat a symptom or illness and is billed separately. Diagnostic services are subject to your plan’s normal cost sharing, including your deductible, which is the amount you pay each year before the plan begins to share costs. Because your deductible has not been met, you owe 145.00 for the diagnostic service. If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding. Once we receive a corrected claim, we will reprocess it."
}
```
Looks good.json{
"message": "Your preventive annual wellness visit is covered at 100 percent, so the plan paid 220.00 and you owe nothing for that portion. During the same appointment your physician also evaluated and treated your knee pain; this is a diagnostic service, which means care to identify or treat a symptom or illness and is billed separately. Diagnostic services are subject to your plan’s normal cost sharing, including your deductible, which is the amount you pay each year before the plan begins to share costs. Because your deductible has not been met, you owe 145.00 for the diagnostic service. If you believe the knee pain was not separately addressed, you may ask your provider to review and correct the coding. Once we receive a corrected claim, we will reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid 220.00 in full; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation is separately billable and subject to cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No admission of error; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100DeepSeek V4 Pro · DeepSeek13.6s · 947 out | 4.0s · 131 out | 12.6s · 770 out
Reasoning · 801 tokens
We are asked to write a message to the member explaining why a "free" annual physical produced a bill. Seven sentences or fewer.
Facts:
- Claim line 1: preventive annual wellness visit, in-network, allowed 220.00, plan paid 220.00, member owes 0.00.
- Line 2: evaluation and management of a new complaint (knee pain), diagnostic, allowed 145.00. Member deductible not met, member owes 145.00.
- Plan position: preventive covered at 100%, but a separately identifiable diagnostic service is subject to normal cost share.
- If member believes knee pain was not separately addressed, they can ask provider to review/correct coding and plan will reprocess.
We need to craft a message that explains that the physical was free, but because they raised knee pain that was treated as a separate diagnostic service, it's subject to deductible. Keep it simple, eighth-grade reading level.
Sentence limit: seven sentences or fewer.
Write as the member would read it, no headers etc. Use exact figures.
Possible message:
"Your recent visit included two parts: the annual preventive physical, which is covered at 100%, and an evaluation of your knee pain. The preventive visit cost $220.00 and you owe $0.00 for that. Because the knee pain evaluation is a diagnostic service, it isn't covered as preventive care. The allowed amount for that service is $145.00. Since your deductible hasn't been met yet, you're responsible for the full $145.00. If you think the knee pain wasn't a separate service, you can ask your doctor to review and correct the billing. Once we receive a corrected claim, we'll reprocess it."
Count sentences: 1: "Your recent visit included two parts: the annual preventive physical, which is covered at 100%, and an evaluation of your knee pain." 2: "The preventive visit cost $220.00 and you owe $0.00 for that." 3: "Because the knee pain evaluation is a diagnostic service, it isn't covered as preventive care." 4: "The allowed amount for that service is $145.00." 5: "Since your deductible hasn't been met yet, you're responsible for the full $145.00." 6: "If you think the knee pain wasn't a separate service, you can ask your doctor to review and correct the billing." 7: "Once we receive a corrected claim, we'll reprocess it." That's exactly seven sentences. Could combine some, but it's fine.
We need to ensure eighth-grade level: short sentences, no jargon. We defined "diagnostic service" implicitly by saying it's not preventive, but we could define it. The instruction says "Define any term of art the first time it appears." We used "diagnostic service" and we contrast it with preventive, so it might be okay. Could rephrase to "a service to diagnose and treat a new problem" but that's wordy. Keep as is.
Check: Message is member-facing, so no salutation, just plain text. Keys required: just "message". So JSON block with message.
Thus:
```json
{
"message": "Your recent visit included two parts: the annual preventive physical, which is covered at 100%, and an evaluation of your knee pain. The preventive visit cost $220.00 and you owe $0.00 for that. Because the knee pain evaluation is a diagnostic service, it isn't covered as preventive care. The allowed amount for that service is $145.00. Since your deductible hasn't been met yet, you're responsible for the full $145.00. If you think the knee pain wasn't a separate service, you can ask your doctor to review and correct the billing. Once we receive a corrected claim, we'll reprocess it."
}
```json{
"message": "Your recent visit included two parts: the annual preventive physical, which is covered at 100%, and an evaluation of your knee pain. The preventive visit cost $220.00 and you owe $0.00 for that. Because the knee pain evaluation is a diagnostic service, it isn't covered as preventive care. The allowed amount for that service is $145.00. Since your deductible hasn't been met yet, you're responsible for the full $145.00. If you think the knee pain wasn't a separate service, you can ask your doctor to review and correct the billing. Once we receive a corrected claim, we'll reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive $220 paid at 100%, $0 owed; $145 separate diagnostic."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee evaluation is a separate diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "Your annual wellness visit was covered in full, so that part of the claim shows $0.00 owed. During the same visit, you discussed knee pain, which is a new medical concern and not part of the preventive exam. The plan processed the knee pain service as a separate diagnostic visit. Because your annual deductible has not been met yet, the $145.00 allowed amount for that service is your responsibility. If you feel the knee pain was not addressed separately, please ask your provider to review the coding. Once we receive a corrected claim from them, we will promptly reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States wellness visit covered in full with $0.00 owed and $145.00 for separate diagnostic service, though $220 figure omitted."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain was a new concern processed as separate diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Invites provider coding review and promises reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 641 tokens
We need to write a message to the member, seven sentences or fewer. The message should explain why they got a bill despite thinking the annual physical is free. The claim shows two lines: one preventive visit paid 100%, and the other diagnostic service with deductible not met, so member owes $145.00. We need to tell them that the preventive service was covered at 100%, but the separate evaluation of knee pain is considered diagnostic and subject to deductible, so they owe $145.00. Include info about reviewing coding if they think it's incorrect. Use plain language, eighth-grade reading level avoid jargon but explain deductible. The member might not know that a complaint addressed at the same visit can be billed separately. So message: Your preventive visit was fully covered. However, when you also discussed knee pain, the doctor treated it as a separate medical issue. That service is not considered preventive and is subject to your plan's deductible. Because you haven't met your deductible yet, you owe $145.00 for that part. If you believe the knee pain was not addressed separately, you can ask your provider to review the billing. We will reprocess a corrected claim if needed.
Sentence count: 1) Your preventive visit was fully covered. 2) However, when you also discussed knee pain, the doctor treated it as a separate medical issue. 3) That service is not considered preventive and is subject to your plan's deductible. 4) Because you haven't met your deductible yet, you owe $145.00 for that part. 5) If you believe the knee pain was not addressed separately, you can ask your provider to review the billing. 6) We will reprocess a corrected claim if needed. That's 6 sentences. Might add a sentence about defining deductible? But it says define any term of art the first time it appears, so "deductible" might need definition. But eighth-grade reading level might assume they know? Better define: "A deductible is the amount you pay for covered services before your plan starts to share the cost." Could add that. But that might make 7 sentences. So: Your preventive visit on the claim was paid in full. During the same visit, you also discussed knee pain, which is considered a separate diagnostic service. Diagnostic services are not preventive, so your plan's regular cost-sharing applies. That means your deductible (the amount you pay before the plan starts to share costs) applies, and since it's not met, you owe $145.00 for that part. If you think the knee pain was not separately addressed, you can ask your provider to review the coding. We'll reprocess a corrected claim if needed. Let's count: 1 (preventive paid), 2 (also discussed knee pain, separate), 3 (diagnostic not preventive, regular cost-sharing), 4 (deductible definition and you owe $145), 5 (ask provider to review coding), 6 (we'll reprocess). That's 6. Could combine sentences to fit definition naturally. I'll write a succinct message.
Output JSON with "message" key.json{
"message": "Your annual wellness visit was fully covered at no charge. However, during that visit you also discussed knee pain, which was treated as a separate diagnostic service. Diagnostic services are not covered under the preventive visit benefit, so your plan's regular cost-sharing applies. Your deductible (the amount you pay before the plan starts sharing costs) hasn't been met yet, leaving a $145.00 balance for the knee pain portion. If you believe the knee pain was not addressed separately, you can ask your provider to review and correct the coding. We will reprocess a corrected claim promptly."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States wellness visit fully covered at no charge and $145 is separate diagnostic service"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain discussion became separate diagnostic service subject to normal cost sharing"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Invites provider coding review and promises reprocessing of corrected claim"
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage"
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-blaming tone throughout"
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100GPT-5.6 Luna · OpenAI4.0s · 229 out | 2.8s · 204 out | 2.3s · 184 out
Reasoning · 80 tokens
**Formulating JSON output**
I need to create exact JSON code in a clear format. The message should be concise, ideally limited to 7 sentences, and I should explain everything allowed within. I think defining a diagnostic might be important, especially for an eighth-grade level audience. I need to mention that the deductible hasn't been met and what is owed without adding any unnecessary details. The dollar format must be accurate, so I’ll ensure it's correctly represented as "220.00" without a currency symbol. I'll aim for four sentences in total.json{"message":"Your preventive annual wellness visit was covered at 100 percent, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that service. During the visit, you also reported knee pain, and the physician evaluated and treated that new complaint. This is a diagnostic service, meaning care to evaluate a health problem, and its allowed amount was 145.00. Because your deductible has not been met, you owe 145.00 for this service under the plan's normal cost share. If your knee pain was not separately addressed, you may ask your provider to review and correct the coding, and we will reprocess a corrected claim."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid 220.00 in full; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new knee complaint evaluated became diagnostic service subject to normal cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive covered fully."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{"message":"Your preventive annual wellness visit was covered at 100 percent, so the plan paid the full allowed amount of 220.00 and you owe 0.00 for that service. During the same visit, you also raised knee pain, and the physician evaluated and treated it as a separate diagnostic service. The allowed amount for that service was 145.00. Because your deductible has not been met, you owe 145.00 for the knee-pain evaluation and treatment. If your knee pain was not separately addressed, you may ask the provider to review and correct the coding. The plan will reprocess a corrected claim if the provider submits one."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid 220.00 in full; 145.00 is separate service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain raised became separate diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{"message":"Your preventive annual wellness visit was covered in full because it is an in-network preventive service, so you owe 0.00 for that part of the visit. During the same appointment, your knee pain was evaluated and treated as a separate diagnostic service, meaning a service used to assess a health complaint rather than provide preventive care. Because your deductible has not been met, you owe 145.00 for that service. If your knee pain was not separately addressed, you may ask your provider to review and correct the coding, and we will reprocess the corrected claim."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive visit covered in full, member owes 0.00, and 145.00 is a separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains the knee complaint at the same visit was a separate diagnostic service subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-blaming tone."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}100DeepSeek V4 Flash · DeepSeek14.0s · 454 out | 14.0s · 530 out | 9.2s · 640 out
Reasoning · 330 tokens
We need to output exactly one fenced JSON code block with key "message". The message should be member-facing, 7 sentences or fewer, explaining why a free annual physical produced a bill. Use exact figures. No salutation. Include appeal rights? The facts mention: if member believes knee pain not separately addressed, they may ask provider to review coding and plan will reprocess corrected claim. That's a route. Also mention cost share: deductible not met, member owes 145.00. Preventive covered at 100% but diagnostic service subject to normal cost share. Let's craft.
Need to be clear. Write as member reads it. Count sentences. Let's do.
Message: "Your annual wellness visit was covered at 100 percent, so you owe nothing for that part. At the same visit, your provider evaluated and treated knee pain, which is a diagnostic service, not a preventive service. That service has an allowed amount of 145.00, and your deductible has not been met, so you owe 145.00 for it. The claim was processed correctly. If you believe the knee pain was not separately addressed, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim."
That's 5 sentences. Good. Ensure exact figures: 145.00 and 220.00? Not necessary but maybe mention allowed? The bill is 145.00. Also mention plan paid 220.00? Not needed. The question is why bill. We can include that preventive covered at 100% but diagnostic separate. Good.
Check no extra keys. Output JSON.json{
"message": "Your annual wellness visit was covered at 100 percent, so you owe nothing for that part. At the same visit, your provider evaluated and treated knee pain, which is a diagnostic service, not a preventive service. That service has an allowed amount of 145.00, and your deductible has not been met, so you owe 145.00 for it. The claim was processed correctly. If you believe the knee pain was not separately addressed, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States wellness visit covered 100 percent with nothing owed; 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluated at same visit is diagnostic, subject to deductible cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Says claim processed correctly; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame directed at member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 386 tokens
We need answer JSON message. Need explain why free annual physical produced bill, <=7 sentences, member-facing, no salutation. Include exact figures. Need perhaps mention preventive covered 100%, new complaint knee pain diagnostic not preventive, deductible not met owes 145.00. If believes not separately addressed, ask provider to review coding and plan will reprocess corrected claim. No headers/bullets. Need likely 4-6 sentences. Ensure exact dollar amounts: 220.00 plan paid, member owes 0 for preventive; 145 allowed, member owes 145. Need mention annual visit allowed 220.00 paid in full. Mention knee pain E&M diagnostic service subject to deductible, not met. Maybe "Your plan covers preventive annual wellness visits at 100 percent, so the $220.00 visit was paid in full and you owe $0.00 for it." Need no currency symbol? Instructions say report every dollar amount as plain number with no currency symbol, but in message? It says report every dollar amount as plain number with no symbol. So use 220.00, 0.00, 145.00. But in prose "dollar" maybe okay? Need no $ sign.
Let's craft seven sentences or fewer. Need define term of art first time: deductible perhaps "deductible (the amount you pay before coverage begins)". E&M? "Evaluation and management" maybe define. "At the same visit, the provider also evaluated and treated your knee pain. That part is a diagnostic service, not preventive, and is subject to the plan's normal cost sharing. Because your deductible is not met, you owe 145.00 for that service." "If you believe the knee pain was not separately addressed, ask the provider to review and correct the coding; the plan will reprocess a corrected claim."
Need exactly one JSON code block with message. No extra keys.json{"message":"Your annual wellness visit is a preventive service, so the plan paid the full 220.00 allowed amount and you owe 0.00 for that visit. At the same appointment, the provider also evaluated and treated your knee pain. That part is a diagnostic service, not preventive, so it is subject to the plan's normal cost sharing. Your deductible (the amount you pay before coverage begins) is not met, so you owe 145.00 for that service. The claim was processed correctly. If you believe the knee pain was not separately addressed, you may ask the provider to review and correct the coding, and the plan will reprocess a corrected claim."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States plan paid 220.00 fully, 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain evaluation is separately billable diagnostic service with cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Says claim processed correctly; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01091725
}Reasoning · 507 tokens
The task is to write a member-facing message explaining why a "free" annual physical produced a bill. Seven sentences or fewer.
Facts:
- Line 1: preventive annual wellness visit, in-network, allowed 220.00, plan paid 220.00, member owes 0.00.
- Line 2: E&M of a new complaint (knee pain) at same visit, allowed 145.00, diagnostic not preventive, deductible not met, member owes 145.00.
- Plan position: claim processed correctly. Preventive services covered at 100%, separately identifiable diagnostic service subject to normal cost share.
- If member believes knee pain was not separately addressed, they may ask provider to review and correct coding, and plan will reprocess corrected claim.
Need message with exact figures: 220.00, 145.00. Seven sentences or fewer. No salutation. Define terms of art. Explain coverage decision, not clinical advice.
Write at eighth-grade level. Mention appeal rights/deadlines? The facts only include the option to ask provider to review coding. No appeal rights given. So just include that.
Let me draft:
"Your annual wellness visit was covered in full: the plan paid the full 220.00 allowed amount for that visit, so you owe 0.00 for it. During the same visit, your doctor also evaluated and treated your knee pain, which is a diagnostic service rather than a preventive service. A diagnostic service is care used to find out what is wrong, and it is subject to the plan's normal cost share. Because your deductible has not been met for this year, you owe 145.00 for that part of the visit. The deductible is the amount you pay before the plan starts sharing costs. This claim was processed correctly. If you believe the knee pain was not separately addressed, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim."
That's 7 sentences. Count: 1, 2, 3, 4, 5, 6, 7. Good.
Check figures: 220.00, 0.00, 145.00. Good. Define deductible and diagnostic service. No clinical advice. No promise unsupported.
JSON output.json{
"message": "Your annual wellness visit was covered in full: the plan paid the full 220.00 allowed amount for that visit, so you owe 0.00 for it. During the same visit, your doctor also evaluated and treated your knee pain, which is a diagnostic service rather than a preventive service. A diagnostic service is care used to find out what is wrong, and it is subject to the plan's normal cost share. Because your deductible has not been met for this year, you owe 145.00 for that part of the visit. The deductible is the amount you pay before the plan starts sharing costs. This claim was processed correctly. If you believe the knee pain was not separately addressed, you can ask your provider to review and correct the coding, and we will reprocess a corrected claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States 220.00 paid in full, 145.00 for separate diagnostic knee service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new knee complaint at same visit is diagnostic, subject to normal cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly; preventive covered in full."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, explanatory tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.013886
}100DeepSeek V3.2 · DeepSeek5.8s · 157 out | 5.6s · 156 out | 4.0s · 152 out
json{
"message": "Your claim has processed correctly. The free annual wellness visit is fully covered with no cost to you. However, during the same visit, you discussed a new concern about knee pain, and your physician performed a separate evaluation and treatment for that specific issue. That diagnostic service is not part of the free preventive visit, so it is subject to your plan's deductible and cost sharing. Because your deductible for the year has not yet been met, you are responsible for the allowed amount of $145.00 for that service. If you believe the knee evaluation was not a separate service, you can ask your provider to review and correct the coding, and we will then reprocess the claim. You have the right to appeal this decision."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States wellness visit fully covered at no cost; $145 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new knee complaint was separately evaluated, subject to deductible/cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly and preventive is covered."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "Your annual wellness visit was covered 100%, so you owe $0.00 for that service. During the visit, you discussed knee pain, and your doctor performed a separate evaluation and treatment for that concern. That evaluation and treatment is considered a diagnostic service, not part of the preventive visit. According to your plan, diagnostic services are subject to your deductible and other normal cost-sharing. Your deductible has not been met for the year, so you are responsible for the allowed amount of $145.00 for this service. If you believe the knee pain evaluation was not a separately addressed service, you can ask your provider to review and correct their billing codes. If they submit a corrected claim, we will reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States wellness visit covered 100% with $0 owed and $145 is a separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains knee pain complaint was a separate diagnostic service subject to deductible/cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms preventive coverage; no admission of plan error."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "Your annual wellness visit, a preventive service, was covered at 100%, and you owe $0.00 for it. However, at the same visit, you discussed a new complaint about knee pain, and the doctor provided an evaluation and treatment for it. This is a diagnostic service, not a preventive one. According to your plan, diagnostic services are subject to your deductible and cost-sharing. Because you have not yet met your deductible for the year, you owe $145.00 for the knee pain evaluation. If you believe the knee pain was not separately addressed and the coding is incorrect, you can ask your provider to review and correct the coding; we will then reprocess a corrected claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive visit covered 100%, member owes $0; $145 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new knee complaint was separately evaluated, making it diagnostic and subject to deductible."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-blaming tone throughout."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}88GLM-5.2 · Z.ai3.7s · 220 out | 3.2s · 225 out | 3.9s · 292 out
Reasoning · 24 tokens
The member had a "free" annual physical but got a bill. Need to explain why in 7 sentences or fewer.json{
"message": "Your annual wellness visit is covered at 100 percent under your plan, so you were not charged for that part of your visit (220.00 paid in full). During the same appointment, you raised knee pain and your physician separately evaluated and treated it, which is a diagnostic service rather than a preventive one. Diagnostic services are subject to your plan's normal cost share, and because your deductible has not yet been met, you owe the full allowed amount of 145.00 for that portion. The 145.00 charge is separate from the preventive visit and would apply even though both services happened on the same day. If you believe your knee pain was not separately evaluated or treated, you can ask your provider to review the coding on the claim. If the provider submits a corrected claim, we will reprocess it based on the updated information. You can find appeal-rights details on your explanation of benefits statement."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid 220.00 in full, 145.00 is separate diagnostic service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created separately billable diagnostic service with cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive covered at 100 percent."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame toward member."
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 51 tokens
The member got a bill because the visit included both a preventive annual wellness visit (covered 100%) and a separate diagnostic service for knee pain (subject to deductible). Need to explain this clearly in 7 sentences or fewer, including the route to resolution.json{
"message": "Your claim 2026-0688201 was processed with two separate services from your visit. The annual wellness visit is a preventive service, so your plan paid the full allowed amount of 220.00 and you owe nothing for that part. During the same visit, you also raised knee pain, and your physician evaluated and treated it as a separate diagnostic service. Because your deductible has not been met yet, you owe the full allowed amount of 145.00 for that diagnostic service. This is why you received a bill even though your annual physical is covered at no cost to you. If you believe your knee pain was not separately evaluated and treated, you can ask your provider to review and correct the coding on the claim. If a corrected claim is submitted, we will reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States preventive paid in full at 220.00, 145.00 is separate diagnostic service"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains raising knee pain created separate billable diagnostic service subject to deductible"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim"
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No admission of error; affirms preventive coverage"
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone throughout"
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 102 tokens
The member is confused about a bill from a "free" annual physical. Need to explain in 7 sentences or fewer.
Key facts:
- Annual wellness visit: covered 100%, member owes 0.00
- Knee pain evaluation at same visit: diagnostic service, member owes 145.00 (deductible not met)
- If member believes knee pain wasn't separately addressed, can ask provider to review/correct coding, plan will reprocess
Need to include appeal rights/route to resolution.json{
"message": "Your annual wellness visit was covered at 100 percent under your plan's preventive benefit, so you owe nothing for that part of the visit. At the same appointment, you raised knee pain and your physician evaluated and treated it, which is a separate diagnostic service rather than a preventive service. Diagnostic services are subject to your plan's normal cost share, and because your deductible has not yet been met, your share for that service is 145.00. The claim was processed correctly on this basis. If you believe your knee pain was not separately evaluated or treated, you can ask your provider's office to review the billing codes and submit a corrected claim if appropriate. We will reprocess the claim at no cost to you once a corrected version is received. You also have the right to file a formal appeal if you disagree with this determination; contact Member Services for appeal instructions and deadlines."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": false,
"why": "Says preventive covered 100 percent but never states the 220.00 allowed/paid amount."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "States knee pain evaluation was a separate diagnostic service subject to normal cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Invites provider coding review and corrected claim, with plan reprocessing."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly; confirms preventive coverage."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame toward member."
}
],
"earned": 5,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true
}88Claude Haiku 4.5 · Anthropic65.7s · 8,538 out | 9.4s · 782 out | 37.7s · 3,023 out
Reasoning · 8,373 tokens
Let me parse what's being asked:
1. Write a member-facing message explaining why a "free" annual physical produced a bill
2. Seven sentences or fewer
3. The key facts are:
- Line 1: preventive annual wellness visit, in-network, $220 allowed, plan paid $220, member owes $0
- Line 2: evaluation and management of new complaint (knee pain) at the same visit, $145 allowed, diagnostic service, deductible not met, member owes $145
- Plan position: preventive at 100%, but separately identifiable diagnostic service subject to normal cost share
- Member can ask provider to review coding if they believe knee pain wasn't separately addressed
The member needs to understand:
- The annual physical itself was free (covered at 100%)
- But there was an additional service (evaluation of knee pain) that was coded as diagnostic, not preventive
- This diagnostic service is subject to deductible/cost share
- They owe $145 because their deductible hasn't been met
- They have an option: ask the provider to review the coding if they think the knee complaint shouldn't have been separately billed
Tone: Clear, non-technical (eighth-grade level), helpful, not defensive.
Let me draft:
"Your annual wellness visit was covered at no cost to you. However, your claim also included a separately billed service: an evaluation and treatment of your knee pain. Because this service is diagnostic rather than preventive, it's subject to your plan's normal cost sharing rules. Your deductible has not been met, so you owe the full allowed amount of $145.00 for this service. If you believe your knee pain should not have been billed separately from your annual physical, you can ask your provider to review the coding and submit a corrected claim, which we will reprocess. Please contact your provider if you have questions about the billing."
Let me count: 1. "Your annual wellness visit was covered at no cost to you." 2.
That's six sentences total, well within the limit. Now checking the flow: it opens with the good news (visit was free), pivots to explain the extra charge, gives the reason (diagnostic vs preventive), states the dollar amount owed, offers the coding-review option, and closes with a contact point. This covers all the required facts without jargon and keeps a helpful, non-defensive tone throughout.
insurance education, but for a true eighth-grade level, deductible needs defining too.
Revised version: "Your annual wellness visit was covered at no cost to you. However, your claim also included a separately billed service: an evaluation and treatment of your knee pain. Because this service is diagnostic rather than preventive, it's subject to your plan's normal cost sharing rules. You have an annual deductible—the amount you pay before the plan starts to share costs with you. Your deductible has not been met, so you owe the full allowed amount of $145.00 for this service. If you believe your knee pain should not have been billed separately, you can ask your provider to review the coding and submit a corrected claim."
Counting sentences to check length and flow now.
That comes to six sentences, staying within the limit. I'm considering whether to add that the plan will reprocess once corrected, but that seems implied by the provider-to-plan pathway already described—member asks provider, provider fixes coding, resubmits to plan, plan reprocesses. Probably clear enough as is, though I could make the reprocessing step more explicit.
of your knee pain. Because that's diagnostic rather than preventive, it falls under normal cost sharing. Your deductible hasn't been met, so you owe the full $145.00 allowed amount. If you think the knee pain shouldn't have been billed separately, ask your provider to review and correct the coding—we'll reprocess once resubmitted.
Counting: 7 sentences, matches the target. Checking against the facts: member disputes separate billing → provider reviews/corrects coding → plan reprocesses corrected claim. That's captured accurately, no clinical advice given, dollar figure is exact.
I wonder if "diagnostic rather than preventive" needs simplifying for an eighth-grade reader—maybe swap for "treating your knee pain" versus "checking your overall health" to make the distinction clearer.
Testing a fuller draft: wellness visit covered fully, but knee pain treatment billed separately since it addresses a specific problem rather than routine prevention. Deductible not yet met means the $145.00 is fully owed. If the separate billing seems wrong, the provider can review coding and resubmit for reprocessing.
Checking sentence count and clarity—each sentence carries one idea, deductible is defined plainly, and the appeal path stays intact without overpromising outcomes.
annual deductible you pay before the plan shares costs, and it hasn't been met yet, so the full allowed amount of $145.00 falls on you for that piece. If the coding seems wrong, the provider can review and resubmit, and we'll reprocess once they do.
Checking the count lands at seven sentences, which fits. I don't think I need to spell out that the knee issue wasn't the reason for the visit—just that it came up during it—since "addressed at the same visit" already conveys that without overcomplicating things.
ider the phrase "normal cost sharing rules" — might be too technical for an eighth-grade reading level. Simplifying to just reference the deductible directly cuts the jargon while keeping the meaning intact:
"Your annual wellness visit was covered at no cost to you. However, your claim also included a separately billed service: an evaluation and treatment of your knee pain that was addressed at the same visit. Preventive visits are covered in full, but services that evaluate and treat a specific problem are subject to your deductible. You have an annual deductible—the amount you pay before the plan shares costs with you. Your deductible has not been met, so you owe the full allowed amount of $145.00 for this additional service. If you believe your knee pain should not have been billed separately, ask your provider to review and correct the coding."
Double-checking the facts confirms this is accurate — the claim data shows the allowed amount is $145.00, it's flagged as diagnostic rather than preventive, and the deductible hasn't been met, which is exactly why the member owes the full amount rather than a reduced coinsurance share. This matches the plan position that diagnostic services addressed during a preventive visit fall under normal cost sharing. The wording I've settled on captures this without needing to introduce "cost sharing" as a separate term.
t. Preventive visits are covered in full, but services that evaluate and treat a specific problem require you to pay your deductible first—the amount you owe before the plan starts sharing costs with you. Since your deductible hasn't been met, you owe the full $145.00 allowed amount for this additional service. If you think the knee pain evaluation shouldn't have been billed separately, ask your provider to review the coding; we'll reprocess the claim once it's resubmitted. Let me check the sentence count to make sure this stays concise and clear.
e the full allowed amount of $145.00 for this additional service. If you believe your knee pain should not have been billed separately, ask your provider to review and correct the coding, and we'll reprocess your claim once resubmitted.
That's 8 sentences — one too many. Combining the deductible explanation with the amount owed tightens things up: "Preventive visits are covered in full, but services addressing a specific problem are subject to your deductible—the amount you pay before the plan shares costs. Since it hasn't been met, you owe the full $145.00 allowed amount." This keeps all the same information while trimming to 6 sentences total.
That covers future bills once you've hit that threshold—so the definition holds up.
Checking facts once more: preventive visit fully paid, knee evaluation billed separately at $145 with deductible unmet, and the option to have the provider correct coding if the split seems wrong. Everything matches the claim details.
Now weighing phrasing: should the deductible definition stand alone, or stay appositional? A standalone sentence ("Your deductible is the amount you pay before the plan starts to share costs") makes for a clean 7-sentence version, but I think the em-dash approach flows more naturally and avoids choppiness—sticking with that structure.
For clarity of the action step, "ask your provider to review and correct the coding" seems sufficient—the member doesn't need further instructions since the provider handles resubmission from there.
Rereading for tone, it should still read as sympathetic and member-friendly rather than clinical.
Each sentence does its job: the wellness visit line confirms the good news, "however" flags the issue, the preventive-vs-treatment distinction explains the rule fairly, the deductible line states the consequence plainly, and the closing lines give the member agency while reassuring them the plan will follow through. That balance feels right.
Final version: "Your annual wellness visit was covered at no cost to you. However, your claim also included a separately billed service: an evaluation and treatment of your knee pain that was addressed at the same visit. Preventive visits are covered in full, but services that evaluate and treat a specific problem are subject to your deductible—the amount you pay before the plan starts to share costs. Since your deductible has not been met, you owe the full allowed amount of $145.00 for this additional service. If you believe your knee pain should not have been billed separately, ask your provider to review and correct the coding. We will reprocess your claim once your provider resubmits it."
I skipped explicitly inviting them to contact the plan with questions, but that's implied and the sentence limit is already tight. This version works—time to format as JSON.
The required key is "message" per the spec, and I need to double-check money formatting: no dollar signs, two decimal places, plain numbers only. So "$145.00" needs to become "145.00" in the actual message text.
Even though it reads oddly without a currency symbol in member-facing copy, the ground rules are explicit, so I'll comply: "you owe the full allowed amount of 145.00 for this additional service." I'll finalize the message with this formatting applied throughout.
Checking the JSON structure, the em-dash and text don't break the string encoding. Final verification against requirements: explains the free preventive visit, the separately billed knee evaluation, why it's subject to deductible, the exact 145.00 figure, next steps if the coding seems wrong, and reprocessing assurance—all within six sentences, no currency symbol, no unsupported claims.
json{
"message": "Your annual wellness visit was covered at no cost to you. However, your claim also included a separately billed service: an evaluation and treatment of your knee pain that was addressed at the same visit. Preventive visits are covered in full, but services that evaluate and treat a specific problem are subject to your deductible—the amount you pay before the plan starts to share costs. Since your deductible has not been met, you owe the full allowed amount of 145.00 for this additional service. If you believe your knee pain should not have been billed separately, ask your provider to review and correct the coding. We will reprocess your claim once your provider resubmits it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States wellness visit covered at no cost and 145.00 is a separate service; omits only the 220.00 figure"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains problem evaluation at same visit is separately billed and deductible-subject"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Advises asking provider to correct coding; plan will reprocess"
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "No claim of plan error; affirms preventive coverage"
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, non-scolding tone"
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.027545
}Reasoning · 599 tokens
Let me analyze this task carefully:
1. This is a MEMBER EXPLANATION task (EOB-006)
2. I need to write a member-facing message explaining why their "free" annual physical produced a bill
3. The message should be 7 sentences or fewer
4. The claim shows:
- Line 1: Preventive annual wellness visit (100% covered by plan) = $0 member responsibility
- Line 2: E&M for new complaint (knee pain) = diagnostic service, subject to deductible, member owes $145.00
Key points to explain:
- The preventive visit itself was covered at 100% (free)
- During that visit, the member raised a NEW concern (knee pain) that required additional evaluation
- That additional evaluation/treatment is coded separately and is considered a diagnostic service (not preventive)
- The member hasn't met their deductible, so they're responsible for this diagnostic service
- The member can ask the provider to review coding if they think the knee pain wasn't separately addressed
The message should:
- Be at 8th-grade reading level
- Explain the coverage decision clearly
- Not give medical advice
- Include appeal/resolution options (ask provider to review coding)
- Use exact figures from the facts
- Be concise (7 sentences max)
Let me draft:
"Your annual wellness visit was covered at 100 percent and cost you nothing. However, during that visit, you told your doctor about knee pain that wasn't part of the routine preventive exam. Your doctor evaluated and treated that knee pain as a separate service, which the plan classifies as a diagnostic service rather than preventive care. Diagnostic services are subject to your plan's normal cost-sharing rules, including your deductible. Because you haven't met your deductible this year, you're responsible for the full allowed amount of that service: $145.00. If you believe the knee pain wasn't separately treated and should have been included in the preventive visit, you can ask your provider to review and correct the billing.
If they correct it, we'll reprocess the claim."
That's seven sentences exactly. Checking against requirements: clear explanation, 8th-grade language, exact dollar figures, no clinical advice given, resolution path included, appropriate member-facing tone throughout.
Now formatting this as the required JSON output.
json{
"message": "Your annual wellness visit was covered at 100 percent and cost you nothing. However, during that visit, you told your doctor about knee pain that wasn't part of the routine preventive exam. Your doctor evaluated and treated that knee pain as a separate service, which the plan classifies as a diagnostic service rather than preventive care. Diagnostic services are subject to your plan's normal cost-sharing rules, including your deductible. Because you haven't met your deductible this year, you're responsible for the full allowed amount of that service: 145.00. If you believe the knee pain wasn't separately treated and should have been included in the preventive visit, you can ask your provider to review and correct the billing. If they correct it, we'll reprocess the claim."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": false,
"why": "Says preventive covered 100 percent but never states the 220.00 allowed amount."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new complaint became separate diagnostic service subject to deductible cost share."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Offers provider coding review and plan reprocessing of corrected claim."
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms preventive coverage; no admission of plan error."
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Neutral, factual tone; no blame directed at member."
}
],
"earned": 5,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.02474225
}Reasoning · 2,847 tokens
This is a member explanation task where I need to explain why what looked like a "free" annual physical resulted in a bill.
Let me break down the situation:
1. The member had an annual preventive wellness visit (Line 1): $220 allowed, plan paid 100%, member pays $0
2. During that same visit, the member raised a new complaint (knee pain) which the physician evaluated and treated (Line 2): $145 allowed, this is diagnostic (not preventive), member's deductible hasn't been met, so member owes $145
The plan's position is that this was correctly processed - the preventive service was free, but the separately identifiable diagnostic service for the knee pain is subject to normal cost share (deductible applies).
The key message points:
- The wellness visit was indeed free (covered at 100%)
- But the knee pain evaluation was coded as a separate diagnostic service
- Diagnostic services are subject to the member's deductible
- The member hasn't met their deductible yet, so they owe the full $145 allowed amount
- If they believe the knee pain wasn't separately addressed, they can ask the provider to review and correct the coding
Constraints:
- Seven sentences or fewer
- Approximately eighth-grade reading level
- No clinical advice
- Don't promise outcomes the facts don't support
- Include appeal rights, deadlines, or routes to resolution when applicable
- Use exact dollar figures and dates supplied
- No headers, bullet points unless needed, no salutation or sign-off
Let me draft this:
"Your annual wellness visit was covered in full at no cost to you, as promised. However, during that visit, you also asked your doctor to evaluate and treat a new problem—your knee pain. When your doctor separately addresses a new health problem during a wellness visit, that service is coded differently and is considered diagnostic, not preventive. Diagnostic services are subject to your plan's normal cost sharing, which includes your deductible. Your deductible has not been met yet this year, so you are responsible for the full allowed amount of 145.00 for the knee pain evaluation.
If you believe the knee pain wasn't a separate issue and think it should have been part of the wellness visit, contact your doctor's office and ask them to review how they coded the claim. A corrected claim from them would let us reprocess it. That gives me six clean sentences, so I'll tighten the draft to fit within limits while keeping the dollar figure and resolution path intact.
ount owed: 145.00, and the recourse of asking the provider to review coding.
The reading level seems fine—short sentences, plain terms like "separately addresses a new problem" and "diagnostic rather than preventive" carry the explanation without jargon. The deductible language checks out too: since it hasn't been met, the full allowed amount falls to the member.
Final check on the draft: it opens by confirming the wellness visit was free as promised, explains the knee pain was billed separately as diagnostic care subject to cost sharing, states the deductible isn't met so the full $145.00 applies, and closes with the option to contact the doctor for a coding review and reprocessing if corrected. Six sentences, well within the limit—reads clearly at the right level.
ot been met..." 6. "If you believe the knee pain was not separately addressed..." — six sentences, need to trim.
I should define "diagnostic" more plainly since the member sees it on their claim, and tighten the closing so it's five sentences max while keeping the deductible explanation and the recourse for disputing the coding.
json{
"message": "Your annual wellness visit was covered in full at no cost to you, as promised. However, during that visit, you also asked your doctor to evaluate and treat a new problem—your knee pain. When your doctor separately addresses a new health problem during a wellness visit, that service is coded as diagnostic rather than preventive. Diagnostic services are subject to your plan's normal cost sharing, which includes your deductible. Your deductible has not been met yet this year, so you are responsible for the full allowed amount of 145.00 for the knee pain evaluation. If you believe the knee pain was not separately addressed, contact your doctor's office and ask them to review their coding; if they submit a corrected claim, we will reprocess it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 3,
"met": true,
"why": "States wellness visit covered in full and 145.00 is the separate diagnostic charge"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains new problem addressed becomes separately billable diagnostic service with cost share"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Directs member to ask provider to review coding; plan reprocesses corrected claim"
},
{
"id": "R4",
"points": -4,
"met": false,
"why": "Affirms claim processed correctly and preventive was covered"
},
{
"id": "R5",
"points": -3,
"met": false,
"why": "Tone is neutral and factual, no blame"
}
],
"earned": 8,
"creditTotal": 8,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.0244735
}