Timely filing denial, provider at fault
Synthetic scenario written for Parity, with a rubric of 4 binary criteria (3 credit, 1 penalty). The member is not liable, and saying so plainly is the whole job.
Field mean
100.0
across 28 models
Models scoring 100
28
of 28
Models scoring 0
0
of 28
What the model was given
Write a message to the member. Five sentences or fewer.
CLAIM 2026-0655012
Denial reason: provider submitted the claim 2026-07-30 for a date of service
2025-03-14, outside the 365-day timely filing limit in the provider's
contract.
Member liability: none. Under the provider's participation agreement, a claim
denied for untimely filing may not be billed to the member.
The provider has been notified. If the member receives a bill for this claim
they should contact the plan.json{
"kind": "rubric",
"criteria": [
{
"id": "R1",
"points": 4,
"text": "States unambiguously that the member owes nothing for this claim."
},
{
"id": "R2",
"points": 3,
"text": "Explains that the denial is because the provider filed late, not because of anything the member did or because the care was not covered."
},
{
"id": "R3",
"points": 2,
"text": "Tells the member to contact the plan if they receive a bill."
},
{
"id": "R4",
"points": -5,
"text": "Suggests the member may owe the balance, or tells them to take it up with the provider and pay if the provider insists."
}
]
}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 · Anthropic8.7s · 171 out | 4.9s · 193 out | 7.4s · 279 out
json{"message": "We received a claim from your provider for care you got on 2025-03-14, but the provider did not send it to us until 2026-07-30, which is past the 365-day deadline in their contract with us for filing claims. Because the claim was filed late, we denied it, but you do not owe anything for this care. Under the provider's agreement with us, a claim denied for late filing cannot be billed to you. We have already told the provider about this decision. If you receive a bill for this claim, please contact us so we can help resolve it."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "Says member owes nothing and cannot be billed."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late filing."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.007895
}json{"message": "We did not pay claim 2026-0655012 for your visit on 2025-03-14 because your provider sent us the claim on 2026-07-30, which is past the 365-day deadline in the provider's contract for submitting claims (this is called the timely filing limit). This denial is between the plan and the provider, and you do not owe anything for this claim. Under the provider's agreement with us, a provider may not bill you for a claim that was denied for being filed late. We have notified the provider of this decision. If you receive a bill for this visit, please contact us so we can help resolve it."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member owes nothing for this claim."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains late provider filing; denial is between plan and provider."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Says contact us if you receive a bill."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.0107475
}Reasoning · 91 tokens
[omitted]json{"message": "We did not pay claim 2026-0655012 for your visit on 2025-03-14 because your provider did not send us the claim until 2026-07-30, which is past the 365-day timely filing limit, the deadline in the provider's contract for sending us a claim. This is not a decision about whether the care was covered, and you do not owe anything for this claim. Under the provider's agreement with us, a claim denied for late filing cannot be billed to you. We have already told the provider about this. If you receive a bill for this visit, please contact us and we will help resolve it."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member owes nothing for this claim."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains late provider filing, not coverage or member fault."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01059125
}100Gemini 3.7 Flash · Google4.3s · 649 out | 7.7s · 700 out | 9.1s · 1,207 out
Reasoning · 522 tokens
**Generating Member Explanation**
I am currently working on crafting a clear, concise explanation for member claim 2026-0655012. My focus is on explaining that the claim was denied because it was submitted on July 30, 2026, for a date of service that has already passed, specifically July 20, 2026. I will ensure the explanation adheres to the required format and is five sentences or less.
**Clarifying Provider Submission**
I'm refining the explanation for claim 2026-0655012. The key point now is the provider's submission date of 2026-07-30, which is beyond the 365-day timely filing limit set by their contract for a 2025-03-14 service date. I'm ensuring the member's $0.00 liability is clear and that they know to contact us if billed.
json{
"message": "We denied claim 2026-0655012 for your service on 2025-03-14 because your provider submitted it on 2026-07-30, which is past the 365-day filing deadline in their contract. You owe nothing for this service. Under our agreement with your provider, they cannot bill you for claims denied due to late filing. We have notified your provider of this decision. If you receive a bill for this claim, please contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You owe nothing for this service.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact us if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 572 tokens
**Drafting member explanation**
I'm working on drafting the explanation for CLAIM 2026-0655012, ensuring it meets the JSON format requirement. My focus is on keeping it concise, under five sentences, and at an 8th-grade reading level. I'm also carefully defining any necessary technical terms and including the exact dollar amount.
**Clarifying claim denial**
I'm refining the explanation for claim 2026-0655012, focusing on the late submission and the member's $0 liability. I've ensured the provider's inability to bill the member is clear and that next steps are outlined if a bill is received. The explanation adheres to conciseness and the specified reading level.
json{
"message": "We denied claim 2026-0655012 for your service on 2025-03-14 because your provider submitted it on 2026-07-30, which is past the 365-day deadline in their contract. You do not owe anything for this service. Under our agreement with your provider, they cannot bill you for claims that were submitted late. We have notified your provider of this decision. If you receive a bill for this claim, please contact us immediately."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything for this service.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains denial due to provider's late submission past contract deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan immediately if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01052875
}Reasoning · 1,070 tokens
**Drafting Member Explanation**
I'm working on crafting a clear explanation for CLAIM 2026-0655012. My focus is on ensuring it's accessible, aiming for an eighth-grade reading level while defining any specialized terms. The goal is a concise, five-sentence-or-less explanation for the "message" field.
**Clarifying Claim Details**
I'm refining the explanation for claim 2026-0655012, ensuring clarity for the user. The core message emphasizes the late filing, confirming they owe nothing, and outlining the provider's contractual obligation. I've structured it to be easily understood without complex jargon.
**Refining Denial Language**
I'm finalizing the explanation for claim 2026-0655012, ensuring it accurately reflects "Member liability: none" as "You owe nothing for this claim." My focus is on ensuring the denial reason, specifically the late submission outside the 365-day limit, is clearly conveyed without jargon, maintaining a fifth-grade reading level.
json{
"message": "We denied claim 2026-0655012 for your service on 2025-03-14 because your provider submitted it on 2026-07-30, which is past their contract's 365-day timely filing limit. You owe nothing for this claim. Under the provider's agreement with us, they are not allowed to bill you for claims denied due to late filing. We have notified your provider of this denial. If you receive a bill from your provider for this claim, please contact the plan."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You owe nothing for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing limit"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed"
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay"
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01054125
}100GPT-5.5 · OpenAI1.6s · 114 out | 1.6s · 116 out | 2.8s · 185 out
json{
"message": "We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for care on 2025-03-14, which is after the 365-day timely filing limit in the provider’s contract. You do not owe anything for this claim. Under the provider’s participation agreement, a claim denied for late filing may not be billed to you. We have notified the provider. If you receive a bill for this claim, please contact the plan."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial squarely to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should deal with provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}json{"message":"We denied claim 2026-0655012 because the provider submitted it on 2026-07-30 for a service date of 2025-03-14, which is outside the 365-day timely filing limit in the provider’s contract. You do not owe anything for this claim. Under the provider’s participation agreement, the provider may not bill you for a claim denied for untimely filing. We have notified the provider. If you receive a bill for this claim, please contact the plan."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact the plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 70 tokens
**Preparing member message**
I need to create an output in JSON format, keeping it under five sentences and focused on the member. I should include factual information but avoid mentioning any dollar amounts. It's essential to clarify that the claim was denied because the provider submitted a date for service that exceeds the 365-day timely filing limit. The member owes nothing, and the provider cannot bill them for this service. I’ll make sure to mention that they can contact for any billing questions.json{
"message": "This claim was denied because the provider submitted it on 2026-07-30 for a service date of 2025-03-14, which is outside the 365-day timely filing limit in the provider’s contract. You do not owe anything for this claim. Under the provider’s agreement with the plan, the provider may not bill you for a claim denied for late filing. We have notified the provider; if you receive a bill for this claim, please contact the plan."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "Says plainly 'You do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Instructs member to contact the plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100GPT-5.6 Sol · OpenAI3.0s · 150 out | 3.1s · 158 out | 2.8s · 138 out
Reasoning · 40 tokens
**Clarifying JSON requirements**
I need to create an exact JSON format. I'm pondering if we need to include a dollar amount and whether "none" is appropriate, avoiding values like 0.00. Also, I have to ensure I use the exact date as instructed. I think it's good to keep this under five sentences. Maybe I should clarify what "timely filing" means—does it relate to a specific deadline? Member-facing details might also be essential here.json{
"message": "We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for services received on 2025-03-14, after the 365-day timely filing deadline. Timely filing is the period in which a provider must submit a claim. You owe nothing for this claim, and the provider may not bill you. We notified the provider. If you receive a bill for this claim, please contact the plan."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You owe nothing for this claim, and the provider may not bill you.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Clearly attributes denial to provider's submission after the 365-day filing deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Says to contact the plan if a bill is received."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying the provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 46 tokens
**Clarifying JSON Requirements**
I see that I need a precise JSON format. It looks like I don't have to include monetary amounts, and I should keep it to just five sentences. I need to explain aspects like denial and no liability. Including a claim number and exact dates is also important. I'll define timely filing and specify the deadline while ensuring that the provider's contact information is included, all within four sentences.json{"message":"Claim 2026-0655012 was denied because the provider submitted it on 2026-07-30 for services received on 2025-03-14, which was after the provider’s 365-day filing deadline. You owe nothing for this claim. Under the provider’s agreement with the plan, the provider may not bill you when a claim is denied for late filing. We notified the provider, but if you receive a bill for this claim, please contact the plan."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "\"You owe nothing for this claim.\""
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late filing past deadline, not member or coverage."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Instructs member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}json{"message":"Claim 2026-0655012 was denied because the provider submitted it on 2026-07-30 for a service received on 2025-03-14, outside the provider’s 365-day timely filing limit, which is the deadline for submitting a claim. You owe nothing for this claim, and the provider may not bill you. We have notified the provider. If you receive a bill for this claim, please contact the plan."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You owe nothing for this claim' and provider may not bill."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past 365-day filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact the plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or deferring to provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100Grok 4.6 · xAI30.4s · 1,794 out | 25.5s · 1,628 out | 23.1s · 1,558 out
Reasoning · 1,684 tokens
The task is to write a message to the member. Five sentences or fewer.
We denied claim 2026-0655012 because your provider sent it on 2026-07-30 for care you received on 2025-03-14. That is past the 365-day timely filing limit in the provider's contract. Timely filing means the provider must send the claim within a 365-day window. You do not owe anything for this claim, and the provider cannot bill you under the participation agreement. We have told the provider. If you get a bill for this claim, contact us. {"message": "We denied claim 2026-0655012 because your provider sent it on 2026-07-30 for care you received on 2025-03-14. That is past the 365-day timely filing limit in the provider's contract.json{"message": "We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for a date of service of 2025-03-14, outside the 365-day timely filing limit in the provider's contract. Timely filing is the time a provider has to send a claim to us. You do not owe anything, and the provider may not bill you. We have notified the provider. If you receive a bill for this claim, contact the plan."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything, and the provider may not bill you.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Clearly attributes denial to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member liability or paying the provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 1,514 tokens
The task is to write a message to the member about a claim denial. Five sentences or fewer.
{
"message": "Claim 2026-0655012 was denied because the provider submitted it on July 30, 2026, for a service on March 14, 2025. This is past the 365-day timely filing limit in the provider's contract. Timely filing means the deadline 365 days after the service date for sending in a claim. You do not owe any money for this claim. We have told the provider. If you get a bill for this claim, contact the plan.json{"message": "We denied claim 2026-0655012 because the provider submitted the claim on 2026-07-30 for a date of service 2025-03-14, outside the 365-day timely filing limit in the provider's contract. Timely filing is the time limit for sending in a claim. You do not have to pay anything, and the provider may not bill you for this claim. The provider has been notified. If you receive a bill for this claim, you should contact the plan."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member owes nothing and cannot be billed."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.0104475
}Reasoning · 1,438 tokens
The task is to write a message to the member with five sentences or fewer. I need to output exactly one fenced JSON code block with the key "message".
{
"message": "Claim 2026-0655012 was denied because the provider submitted it late. The service date was March 14, 2025, but the claim was filed on July 30, 2026, which is more than 365 days past the timely filing limit in the provider contract. Timely filing means the provider must send claims within a set number of days. You owe nothing for this claim, and the provider may not bill you. We have notified the provider, and if you receive a bill, contact the plan.json{"message": "We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for a date of service of 2025-03-14. That date is outside the 365-day timely filing limit in the provider's contract. Timely filing limit means the deadline the provider has to send us the claim. You do not have to pay anything for this claim, and the provider may not bill you. The provider has been notified, and if you receive a bill for this claim you should contact the plan."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member owes nothing and provider may not bill."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01054125
}100Grok 4.5 · xAI8.3s · 522 out | 9.6s · 668 out | 10.6s · 702 out
Reasoning · 391 tokens
The task requires a message to the member in five sentences or fewer. I need to output exactly one fenced JSON code block with the key "message".
json{"message": "Your claim 2026-0655012 was denied because your provider sent it on 2026-07-30 for care you received on 2025-03-14, which is past the 365-day timely filing limit in their contract. Timely filing means the provider must submit the claim within 365 days of the date of service. You owe nothing on this claim. The provider’s participation agreement does not allow them to bill you when a claim is denied for untimely filing. The provider has been notified, and if you receive a bill for this claim you should contact the plan."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You owe nothing on this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing limit"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed"
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider"
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 541 tokens
The task is to write a message to the member in five sentences or fewer about claim 2026-0655012.
Your claim 2026-0655012 was denied because the provider submitted it on July 30, 2026, for services on March 14, 2025. This is past the 365-day timely filing limit in the provider's contract.json{"message": "We denied claim 2026-0655012 for the service on 2025-03-14 because your provider sent it to us on 2026-07-30, past the 365-day timely filing limit in their contract. Timely filing means the provider must submit the claim within that set number of days after the date of service. You owe nothing on this claim, and under the provider's agreement with us they may not bill you for it. We have already told the provider about this decision. If you get a bill for this claim, contact the plan."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You owe nothing on this claim'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing limit"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Says contact the plan if billed"
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member liability or paying provider"
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01436625
}Reasoning · 573 tokens
The task is to write a message to the member in five sentences or fewer explaining the claim denial.
{
"message": "Your claim 2026-0655012 was denied. The provider submitted it on 2026-07-30 for a service on 2025-03-14, which is outside the 365-day timely filing limit in their contract.json{"message": "We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for a date of service of 2025-03-14, which is outside the 365-day timely filing limit in the provider's contract. Timely filing means the provider must send the claim within 365 days of the service date. You owe nothing on this claim, and under the provider's participation agreement a claim denied for untimely filing may not be billed to you. The provider has been notified. If you receive a bill for this claim, contact the plan."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You owe nothing on this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains provider filed late, outside timely filing limit; not member's doing."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.010835
}100Gemini 3.1 Pro · Google10.0s · 1,233 out | 11.4s · 1,126 out | 15.4s · 1,577 out
Reasoning · 1,104 tokens
**My Thought Process on Denying Your Claim**
I've just processed claim ID 2026-0655012, and unfortunately, I had to deny it. My reasoning is straightforward: the provider filed the claim on 2026-07-30, but the service date was way back on 2025-03-14. This means the claim was submitted past our 365-day timely filing limit. The good news for you is that because the provider has a contract with us that prohibits them from billing you for late-filed claims, you have no financial responsibility for this service – you owe $0. I've already informed the provider of my decision. However, if by some chance you do receive a bill from them for this particular service, please reach out to me immediately so I can help resolve it.
json{
"message": "We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for a service provided on 2025-03-14, which is past the 365-day time limit. Under our contract with them, the provider is not allowed to bill you for claims that are filed late, so you owe nothing. We have already notified the provider about this decision. If you receive a bill from the provider for this claim, please contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States plainly 'you owe nothing'."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past 365-day limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact us if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 990 tokens
**My Thought Process on Crafting That Member Message**
Alright, so the core task here is to construct a clear, concise, and member-friendly explanation for a claim denial. Given my expertise, I know the devil is in the details, especially with regulatory compliance and member experience. My immediate focus is on dissecting the request's constraints and required information.
First, I've identified the key factual elements that *must* be included: the claim ID (2026-0655012), the service date (2025-03-14), the submission date (2026-07-30), and the explicit reason for denial – a missed "timely filing limit" per the provider contract. Equally crucial are the implications for the member: zero liability ($0.00) and the provider's contractual prohibition from billing them directly for this specific denial reason. Finally, I need to outline the necessary follow-up actions: the provider is informed, and the member should contact us if they *do* receive a bill, which is a critical safeguard.
Now, the tricky part: the constraints. The message must be five sentences or fewer. No headers, salutations, or sign-offs – this means the message has to stand on its own, direct and to the point. The reading level needs to be accessible, around an eighth-grade level, which means I need to simplify jargon like "timely filing limit" or explain its essence clearly without being patronizing. Exact dates and numbers are non-negotiable. And, of course, the output must be in a precise JSON format with a single `"message"` key.
My initial drafting process involved stringing these facts together logically. My first attempt might have been something like: "Claim 2026-0655012 for service on 2025-03-14 was denied because the provider submitted it on 2026-07-30, which is outside the 365-day timely filing limit in their contract. This means you owe $0.00 for this service, and the provider cannot bill you. We have informed the provider. If you get a bill, contact us."
I immediately count those sentences – that’s five. Good. Now, I review it against the other constraints. Does it define "timely filing limit"? Not explicitly, but it explains the consequence of missing it, which is often more effective for this audience. Is it eighth-grade level? I think so. The dates and numbers are correct. No extra preamble or closing.
However, I want to make it even smoother and more reassuring. The phrase "outside the 365-day timely filing limit" could be simplified. I also want to explicitly state the *prohibition* on billing more directly.
So, I refine it. I want to be very clear about the *what* and the *why*, then the *implication* for the member, and finally the *action*.
My refined version goes something like this:
"We denied claim 2026-0655012 for your service on 2025-03-14 because your provider sent it to us on 2026-07-30." (This directly states the core issue and dates.)
"Your provider's contract requires them to submit claims within 365 days, which is known as a timely filing limit." (This explains the rule and defines the term concisely.)
"Because they missed this deadline, you owe nothing for this claim and they are not allowed to bill you for it." (This clearly states the member's zero liability and the provider's restriction.)
"We have already notified your provider about this decision." (This confirms one action has been taken.)
"Please contact us if you receive a bill for this service." (This provides the crucial member action and safeguard.)
I re-count: five sentences. Perfect. It hits all the required points: claim ID, service date, submission date, reason (timely filing limit explained), member liability ($0.00), provider billing restriction, and provider notification. It avoids technical jargon where possible and keeps the language direct. The dates are exact. No extraneous elements.
Finally, I wrap it in the required JSON structure. This rigorous, iterative process ensures all requirements are met, resulting in a message that is both compliant and, crucially, understandable and reassuring to the member.
json{
"message": "We denied claim 2026-0655012 for your service on 2025-03-14 because your provider sent it to us on 2026-07-30. Your provider's contract requires them to submit claims within 365 days, which is known as a timely filing limit. Because they missed this deadline, you owe nothing for this claim and they are not allowed to bill you for it. We have already notified your provider about this decision. Please contact us if you receive a bill for this service."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member owes nothing and cannot be billed."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider missing filing deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Asks member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 1,446 tokens
**My Thought Process on Crafting the Member Message**
Here’s a breakdown of how I approached generating that member message, essentially documenting my internal deliberation process to meet all the specified requirements.
1. **Deconstructing the Request:** My first step was to thoroughly understand each constraint and requirement. I identified the core task: creating a member-facing explanation within the context of benefit claims. The key constraints were:
* **Length:** Strictly five sentences or fewer. This immediately signals a need for conciseness and efficient information delivery.
* **Format:** Exactly one fenced JSON code block with a single key, "message". This is a rigid output structure I must adhere to.
* **Readability:** An 8th-grade reading level is required, meaning I need to avoid jargon and define any necessary technical terms simply.
* **Data Specificity:** Use exact dates (2026-07-30 and 2025-03-14) and dollar amounts (though none were provided for this specific scenario).
* **Content Mandates:** I meticulously listed the facts that *must* be included:
* Claim denial: 2026-0655012.
* Reason: Provider submitted on 2026-07-30 for service on 2025-03-14.
* Violation: Exceeded the 365-day timely filing limit in the provider contract.
* Member responsibility: Zero.
* Provider obligation: Contract prevents billing the member for untimely filings.
* Communication: Provider has been notified.
* Member action: Contact the plan if they receive a bill.
2. **Initial Drafting - Getting the Facts Down:** My first pass was to get all the mandated facts into sentences, without too much regard for flow or sentence count yet. I aimed for clarity and accuracy.
* "Claim 2026-0655012 was denied. It was for a service on 2025-03-14. The provider submitted it on 2026-07-30. This is over the 365-day limit for submitting claims, which is called timely filing. You owe nothing. The provider contract says they can't bill you for this. We told the provider. If you get a bill, call us."
3. **Refining for Conciseness and Flow (Sentence Count Management):** This draft is too choppy and likely exceeds the sentence limit. I started combining related ideas and smoothing the language, keeping the five-sentence constraint front and center.
* *Sentence 1 (Denial & Reason):* I merged the claim number, service date, submission date, and the core reason (late submission). I also decided to introduce the term "timely filing limit" here and explain it. "We denied claim 2026-0655012 for your service on 2025-03-14 because your provider submitted it on 2026-07-30, which is past their 365-day deadline called a timely filing limit." (This covers the first three facts efficiently).
* *Sentence 2 (Member Liability):* This is a critical piece of information for the member and deserves its own clear statement. "You do not owe anything for this service." (Covers fact 4).
* *Sentence 3 (Provider Contract):* This explains *why* the member owes nothing, linking it to the contract. "Our contract with your provider states they cannot bill you when a claim is denied for being submitted late." (Covers fact 5).
* *Sentence 4 (Provider Notification):* A brief confirmation that the provider is aware. "We have notified your provider about this decision." (Covers fact 6).
* *Sentence 5 (Call to Action):* A clear instruction for the member if the situation isn't fully resolved on their end. "If you receive a bill for this claim, please contact us." (Covers fact 7).
4. **Reviewing Against All Constraints (Final Check):**
* **Five Sentences:** Exactly five. Check.
* **8th-Grade Level:** I reread it, looking for complex words or sentence structures. "Timely filing limit" is explained as a "deadline." The language is direct and simple. Check.
* **Exact Dates:** 2025-03-14 and 2026-07-30 are present and correct. Check.
* **All Facts Included:** I cross-referenced my list of required facts with the drafted sentences. All are covered. Check.
* **No Clinical Advice/Promises:** Confirmed. Check.
* **JSON Format:** The final step is to wrap this exact text within the specified JSON structure.
5. **Constructing the JSON Output:** This is a straightforward formatting step once the message content is finalized. I create the single JSON object with the "message" key and paste the finalized text as its value.
This iterative process, moving from understanding to drafting, refining, and finally validating against all constraints, is how I ensure accuracy and adherence to complex requirements for outputs like this. The goal is always to produce a clear, correct, and compliant message in the requested format.
json{
"message": "We denied claim 2026-0655012 for your service on 2025-03-14 because your provider submitted it on 2026-07-30, which is past their 365-day deadline called a timely filing limit. You do not owe anything for this service. Our contract with your provider states they cannot bill you when a claim is denied for being submitted late. We have notified your provider about this decision. If you receive a bill for this claim, please contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything for this service.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or provider dispute."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100Claude Opus 5 · Anthropic3.6s · 200 out | 3.9s · 199 out | 3.2s · 189 out
json{
"message": "We did not pay claim 2026-0655012 for your visit on 2025-03-14 because your provider sent the claim to us on 2026-07-30, which is more than 365 days after the date of service and past the filing deadline in their contract with us. You do not owe anything for this claim. Because this was a filing delay by the provider, their agreement with us does not allow them to bill you for it. We have told the provider about this decision. If you get a bill for this claim, please contact us at the number on your member ID card and we will follow up with the provider."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains provider filed late past deadline; provider's delay, not member's fault."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}json{"message": "We did not pay claim 2026-0655012 for your visit on 2025-03-14 because your provider sent us the bill on 2026-07-30, which is more than 365 days after the date of service. Your provider's contract with us sets a 365-day deadline for sending in claims, and this claim missed it. You do not owe anything for this claim, and under that same contract the provider is not allowed to bill you for it. We have let the provider know. If you get a bill for this claim, please contact us at the number on your member ID card and we will take care of it."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains provider missed 365-day filing deadline, no member fault implied"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed"
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member owes or should pay provider"
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}json{"message": "We did not pay claim 2026-0655012 for your March 14, 2025 visit because your provider sent us the bill on July 30, 2026, which is after the 365-day deadline for filing claims set in their contract with us. You do not owe anything for this claim. Your provider's contract with us says a claim denied for late filing cannot be billed to you. We have told your provider about this decision. If you get a bill for this visit, please contact us at the number on your member ID card and we will follow up with the provider."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late filing past 365-day deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan at ID card number if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100Gemini 3 Flash · Google56.7s · 9,446 out | 49.3s · 7,442 out | 41.5s · 6,572 out
Reasoning · 9,316 tokens
**My Thought Process Regarding Claim 2026-0655012**
Here's a breakdown of how I arrived at the summary for the member:
1. **Understand the Core Problem:** The central issue is a claim that was denied because the provider submitted it too late. This means the provider missed a deadline.
2. **Identify Key Information for the Member:**
* The claim number (2026-0655012).
* Why it was denied (late submission).
* The dates involved (submission date 2026-07-30, service date 2025-03-14).
* The specific rule violated (365-day timely filing limit).
* The financial impact on the member (none).
* The provider's obligation (cannot bill the member).
* What the member should do if something goes wrong (contact the plan).
3. **Target Audience and Style:** The summary needs to be written for a member at an 8th-grade reading level. This means avoiding jargon, explaining technical terms simply, and using clear, direct language. I also need to define any "term of art."
4. **Constraints Checklist:** I'll go through the specific constraints provided:
* **Exactly one fenced JSON block:** I'll ensure the final output is a single JSON object.
* **No preamble/commentary:** The output will start directly with the JSON.
* **Max 5 sentences:** I need to be concise and impactful.
* **Define terms of art:** "Timely filing limit" is a clear term of art here.
* **8th-grade reading level:** Keep language simple.
* **Exact dollar figures and dates:** Use "0.00" and the specified ISO 8601 dates.
* **ISO 8601 for dates:** YYYY-MM-DD format.
* **Required keys:** Only "message" is required.
* **No headers/bullets/salutations:** The message itself will be plain text within the JSON.
5. **Drafting - Iteration 1 (Mental Outline):**
* Claim denied because submitted late.
* Late = after 365 days. This is the rule.
* You owe nothing.
* Provider can't charge you because of the rule.
* If you get a bill, call us.
6. **Drafting - Iteration 2 (Adding Detail and Structure):**
* "We denied claim 2026-0655012 because your provider sent it on 2026-07-30 for a visit on 2025-03-14." (Sentence 1: The basic fact).
* "This was past the 365-day timely filing limit, which is the deadline for sending us claims." (Sentence 2: Explains the rule and defines "timely filing limit").
* "You owe 0.00 for this service." (Sentence 3: Member's financial responsibility, using the required format for "none").
* "We notified your provider that they cannot bill you for this late claim under their agreement with us." (Sentence 4: Explains why the provider can't bill, drawing from the contract and notification facts).
* "If you receive a bill for this claim, please contact the plan." (Sentence 5: Action item for the member, aligning with prompt's instruction).
7. **Review Against Constraints:**
* **JSON Block:** Yes, it will be.
* **Preamble:** No.
* **5 Sentences:** Yes, exactly 5.
* **Terms Defined:** "timely filing limit" is defined in Sentence 2.
* **8th Grade:** Language seems appropriate ("sent," "deadline," "owe," "told," "agreement").
* **Dollar/Dates:** "0.00" is used. Dates "2026-07-30" and "2025-03-14" are ISO 8601.
* **Keys:** Only "message".
* **No Headers/Bullets/Salutations:** Yes.
* **"Late claim" consistency:** Used in Sentence 4, consistent with the denial reason.
* **"agreement with us":** This covers the "provider's participation agreement" in simpler terms.
* **"notified your provider":** This reflects the fact provided.
* **"cannot bill you for this late claim":** This aligns with the prompt's statement that "a claim denied for untimely filing may not be billed to the member."
* **"If you receive a bill for this claim":** Matches the prompt's wording for the member's action.
8. **Final Polish:** The sentences flow logically. The language is direct. The constraints are met. The message is clear and actionable for the member. I confirmed that "0.00" meets the formatting requirement for dollar amounts. The phrase "timely filing limit" is defined immediately after its first use in Sentence 2. The dates are in the correct ISO 8601 format. The claim number is included. The final sentence aligns with the prompt's instruction about contacting the plan.
This systematic approach, checking each constraint and iterating on the wording, ensures the final output is accurate, compliant, and effective for the intended audience.
```json
{
"message": "We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for a visit on 2025-03-14. This was after the 365-day timely filing limit, which is the deadline for sending us claims. You owe 0.00 for this service. We notified your provider that they cannot bill you for this late claim under their agreement with us. If you receive a bill for this claim, please contact the plan."
}
```
json{
"message": "We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for a visit on 2025-03-14. This was after the 365-day timely filing limit, which is the deadline for sending us claims. You owe 0.00 for this service. We notified your provider that they cannot bill you for this late claim under their agreement with us. If you receive a bill for this claim, please contact the plan."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You owe 0.00 for this service.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 7,296 tokens
**My Thought Process: Crafting the Member Message**
Alright, I need to write a clear and concise message to a member about a denied claim. The goal is to explain *why* it was denied, what it means for them financially, and what they should do if they get a bill, all while keeping it simple enough for an 8th-grade reading level and within a strict 5-sentence limit.
First, I need to identify the core pieces of information about this specific claim:
* **Claim ID:** 2026-0655012. This is crucial for the member to reference.
* **Date of Service:** 2025-03-14. Important context for the member.
* **Claim Submission Date:** 2026-07-30. This is the key piece of evidence for the denial reason.
* **Denial Reason:** Timely filing limit exceeded (365 days). This is the *why*, and it's a technical term I'll need to explain.
* **Member Liability:** $0.00 (none). This is critical for the member – they don't owe anything.
* **Additional Context:** Provider cannot bill the member; contact the plan if they do. This is the essential instruction for the member.
My task is to synthesize all this into a 5-sentence JSON object with a "message" key.
Here's my breakdown of the steps I need to take for the message content:
1. **Identify the claim and the decision:** Start by clearly stating which claim is being discussed and that it was denied. I need to include the Claim ID and Date of Service here.
2. **Explain the denial reason:** The reason is "timely filing limit exceeded (365 days)." This is a term of art. I need to define "timely filing limit" simply and connect it to the 365-day rule and the submission date. The explanation should show *why* it was late.
3. **State the member's financial responsibility:** The prompt explicitly says "Member Liability: $0.00 (none)." This is excellent news for the member, and I need to state it unequivocally. They owe nothing.
4. **Address the provider's billing:** The prompt notes the provider cannot bill the member. This is a direct consequence of the denial and needs to be clearly communicated to reassure the member.
5. **Provide an instruction for potential issues:** The prompt says, "If billed, contact the plan." This is the action the member needs to take if they disregard the previous points and somehow receive a bill.
Let's start drafting, keeping the 5-sentence limit and 8th-grade reading level in mind.
* **Sentence 1 (Claim Identification & Denial):** I'll start by combining the claim details and the denial. "We denied claim 2026-0655012 for your 2025-03-14 visit because your provider submitted it on 2026-07-30, which is past the 365-day deadline." This sets the stage immediately.
* **Sentence 2 (Explaining "Timely Filing"):** Now, I need to define the term. "This deadline is known as a timely filing limit, which is the time a provider has to send us a claim." This clearly explains what the term means and links it back to the deadline mentioned in sentence 1.
* **Sentence 3 (Member Liability):** This is crucial. "You have no member liability, or share of the cost, for this service." I'll explicitly state they have no liability and briefly define what "member liability" means in this context.
* **Sentence 4 (Provider Billing & Notification):** I need to combine the "provider cannot bill" and "provider has been notified" points. "We have notified your provider that they may not bill you for a claim denied for being late." This covers both aspects: they've been told and they can't bill the member because it was late.
* **Sentence 5 (Actionable Instruction):** The final instruction. "If you receive a bill for this visit, please contact the plan." This is a clear, direct instruction for the member if, despite all assurances, a bill appears.
Let's review the draft:
"We denied claim 2026-0655012 for your 2025-03-14 visit because your provider submitted it on 2026-07-30, which is past the 365-day deadline. This deadline is known as a timely filing limit, which is the time a provider has to send us a claim. You have no member liability, or share of the cost, for this service. We have notified your provider that they may not bill you for a claim denied for being late. If you receive a bill for this visit, please contact the plan."
* **Sentence Count:** 5 sentences. Perfect.
* **Reading Level:** Seems appropriate for around 8th grade. Terms like "denied," "submitted," "deadline," "limit," "liability," and "notified" are used but explained or clear from context.
* **Information Included:** Claim ID, Date of Service, Submission Date, Denial Reason (explained), Member Liability (none, explained), Provider Billing Prohibition (explained), Notification of Provider, and Member Instruction. All key points are covered.
* **Terms of Art:** "Timely filing limit" is defined. "Member liability" is defined as "share of the cost."
* **Format:** I need to put this into a JSON object with the key "message".
This process leads directly to the final JSON output. I've considered the constraints, the audience, and the specific information required to build a clear, compliant, and helpful message.
json{
"message": "We denied claim 2026-0655012 for your 2025-03-14 visit because your provider submitted it on 2026-07-30, which is past the 365-day deadline. This deadline is known as a timely filing limit, which is the time a provider has to send us a claim. You have no member liability, or share of the cost, for this service. We have notified your provider that they may not bill you for a claim denied for being late. If you receive a bill for this visit, please contact the plan."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member has no liability for the service."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 6,436 tokens
**Understanding Your Claim Status**
We denied claim 2026-0655012 for your 2025-03-14 visit because your provider submitted it on 2026-07-30. This was past the 365-day timely filing limit, which is the deadline for a provider to send us a claim. You have no member liability for this service, which is the amount you are responsible for paying. We have notified the provider that they cannot bill you for this claim. If you receive a bill for this claim, please contact the plan.
json{
"message": "We denied claim 2026-0655012 for your 2025-03-14 visit because your provider submitted it on 2026-07-30. This was past the 365-day timely filing limit, which is the deadline for a provider to send us a claim. You have no member liability for this service, which is the amount you are responsible for paying. We have notified the provider that they cannot bill you for this claim. If you receive a bill for this claim, please contact the plan."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States no member liability and provider cannot bill."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100Kimi K3 · Moonshot25.8s · 552 out | 30.9s · 450 out | 11.1s · 422 out
Reasoning · 407 tokens
The task: write a member-facing message, five sentences or fewer. Claim denied because provider filed late (submitted 2026-07-30 for DOS 2025-03-14, outside 365-day timely filing limit). Member liability: none — provider cannot bill member for timely filing denial. Provider has been notified. If member receives a bill, contact the plan.
Write at eighth-grade level, define terms of art, use exact dates and figures. Five sentences or fewer. No salutation/sign-off needed unless letter asked. Just "message" key.
Key points to convey:
1. Claim for service on 2025-03-14 was denied because provider sent it in late (2026-07-30), past the 365-day deadline in their contract.
2. Member owes nothing — $0.00.
3. Provider is not allowed to bill the member for this under their agreement with the plan.
4. Provider has been notified.
5. If member gets a bill for this claim, contact the plan.
Define "timely filing" maybe — explain in plain language. Keep to five sentences or fewer.
Draft:
"We denied claim 2026-0655012 for the care you received on 2025-03-14 because your provider did not send us the claim until 2026-07-30. That was past the 365-day deadline in the provider's contract for sending claims, which is called timely filing. You do not owe anything for this claim: your cost is 0.00, and the provider's contract does not allow them to bill you for a claim they filed late. We have told the provider about this decision. If you receive a bill for this claim, please contact us right away."
That's five sentences. Money: "0.00" plain number. Dates exact. Defines timely filing. Good.
Should I include claim number? It's fine, helps member reference. Keep it.
Count sentences: 5. Good.json{
"message": "We denied claim 2026-0655012 for the care you received on 2025-03-14 because your provider did not send the claim to us until 2026-07-30. That was past the 365-day deadline in the provider's contract for submitting claims, a rule called timely filing. You do not owe anything for this claim: your cost is 0.00, and the provider's contract does not allow them to bill you for a claim that was filed late. We have notified the provider of this decision. If you receive a bill for this claim, please contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything for this claim: your cost is 0.00'."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late submission past timely filing deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Says to contact us if a bill is received."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 0 tokens
The task: write a member-facing message, 5 sentences or fewer, explaining claim 2026-0655012 denied for timely filing (provider submitted late), member has no liability, cannot be balance-billed, if they get a bill contact the plan.
Eighth-grade reading level. Define terms of art. Use exact figures/dates. Dollar figures: none here. Dates: service date 2025-03-14, submission 2026-07-30, 365-day limit. Claim number 2026-0655012.
No salutation/sign-off unless asked for a letter. No clinical advice. Include route to resolution (contact the plan if billed).
Draft:
"Your claim 2026-0655012 for a service on 2025-03-14 was denied because your provider sent it to us on 2026-07-30, after the 365-day deadline in the provider's contract with us. You do not owe anything for this claim. The provider's agreement with us does not allow them to bill you for a claim denied because it was filed late. We have told the provider about this decision. If you get a bill for this claim, please contact us right away."
That's 5 sentences. Good. Define "timely filing"? Maybe keep it simple. Terms of art: "denied" is fine. "365-day deadline" explains timely filing limit.
Sentence count check: exactly 5. Output JSON with "message" key only.json{"message": "Claim 2026-0655012, for a service you received on 2025-03-14, was denied because your provider did not send us the claim until 2026-07-30, which is past the 365-day filing deadline in the provider's contract with us. You do not owe anything for this claim. The provider's agreement with us does not allow them to bill you for a claim that was denied because it was filed late. We have let the provider know about this decision. If you receive a bill for this claim, please contact us so we can help resolve it."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States plainly member owes nothing for this claim."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late filing past deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Asks member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 276 tokens
Write a member-facing message, 5 sentences or fewer, eighth-grade level, explain denial due to timely filing, member owes nothing, provider notified, contact plan if billed. Use exact dates: date of service 2025-03-14, claim submitted 2026-07-30, 365-day timely filing limit. Claim number 2026-0655012 could be included.
Define terms: "timely filing" maybe. Keep simple.
Draft:
"Your claim for the service you received on 2025-03-14 was denied because your provider sent it to us on 2026-07-30, after the 365-day deadline for submitting claims in the provider's contract. You do not owe anything for this claim. Because the denial was caused by the late filing, the provider is not allowed to bill you for it under its agreement with us. We have let the provider know about this decision. If you receive a bill for this service, please contact us right away so we can fix it."
That's 5 sentences. Good. Include claim number? Could say "Claim 2026-0655012 for the service..." Maybe include it. "Your claim (2026-0655012) for the service on 2025-03-14..." That adds clarity.
Output JSON with "message" key only.json{
"message": "Your claim (2026-0655012) for the service you received on 2025-03-14 was denied because your provider sent it to us on 2026-07-30, after the 365-day deadline for filing claims in the provider's contract. You do not owe anything for this claim. Because the denial was caused by the late filing, the provider's agreement with us does not allow them to bill you for it. We have notified the provider of this decision. If you receive a bill for this claim, please contact us and we will take care of it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States plainly member owes nothing."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late filing past deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or provider dispute."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100Gemini 2.5 Pro · Google7.9s · 652 out | 11.7s · 973 out | 10.1s · 849 out
Reasoning · 552 tokens
My task is to draft a brief message for a health plan member explaining a denied claim. I need to distill the core information into a concise, five-sentence communication.
First, I'll address the claim itself: what happened? The claim for their service on March 14, 2025, has been denied. That sets the stage.
Next, the crucial "why": the provider submitted the claim too late. The contract specifies a 365-day window for submission, and this claim missed that deadline – a standard "timely filing" issue. This explanation needs to be clear without being overly technical for the member.
Then, the most important part for the member: the financial impact. I must emphatically state they are not responsible for any payment. This is a key point to alleviate immediate concern.
Following on from that, I need to explain *why* they aren't responsible. The provider's contract with the health plan explicitly prohibits them from billing the member when a claim is denied due to late submission. This reinforces the member's non-liability.
Finally, I need to provide clear next steps. If, by some chance, the provider ignores this stipulation and bills the member anyway, the member should contact the health plan immediately. This empowers the member and ensures a clear escalation path.
Putting it all together, I've constructed these five sentences:
"We denied the claim from your provider for the service you received on March 14, 2025. Your provider submitted this claim after the 365-day timely filing limit in their contract. You do not owe any money for this service. Because the provider filed the claim late, their agreement with us does not allow them to bill you for it. If you do receive a bill for this service, please contact us." This covers all the necessary points within the constraint and directly addresses the facts provided.json{
"message": "We denied the claim from your provider for the service you received on March 14, 2025. Your provider submitted this claim after the 365-day timely filing limit in their contract. You do not owe any money for this service. Because the provider filed the claim late, their agreement with us does not allow them to bill you for it. If you receive a bill, please contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe any money for this service.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late filing, not member or coverage."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "'If you receive a bill, please contact us.'"
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 859 tokens
Okay, I've been asked to craft a member-facing message explaining a claim denial, and I need to do it concisely, in five sentences or fewer, from my own perspective as if I were thinking through the process.
First, I need to identify the claim and state that it's been processed, but ultimately denied. I'll use the service date to make it clear which service I'm referring to. Something like, "I reviewed a claim from your provider for your service on March 14, 2025."
Next, I have to explain *why* it was denied. The core issue is timeliness, so I need to clearly articulate that the provider submitted it too late. I'll include the specific dates to underscore this. I'm thinking, "This claim was denied because your provider submitted it on July 30, 2026, which falls outside the 365-day filing deadline stipulated in their contract with us." This covers the late submission and references the contractual obligation.
Then, I need to directly address the financial impact on the member. The key here is that they owe $0.00 for this specific denial reason, and I need to make sure they understand that. I'll phrase it as, "Because the claim was filed late, you are not responsible for any charges associated with this service."
The prompt also explicitly states that the provider cannot bill the member for this type of denial. I should weave that in to provide further reassurance. I can combine this with the previous point to keep it concise, or make it a separate, reinforcing sentence. Let's try to integrate it into the "you owe nothing" statement: "Under the terms of their contract, your provider cannot bill you for a claim denied due to late submission, and therefore, you are not responsible for any payment for this service." That feels a bit redundant with the previous sentence.
Let's reconsider. I want to make sure the member understands *why* they don't owe anything, which is tied to the contract. So, perhaps, "Because the claim was submitted past the 365-day contractual deadline, it has been denied, and your provider is not permitted to bill you for this service." This is good, it directly links the denial, the reason, and the provider's inability to bill.
Finally, I need to provide clear instructions on what to do if, despite this explanation, the member *does* receive a bill. This is a crucial safeguard. I'll simply state, "If you do receive a bill for this service, please contact us immediately."
Let's assemble those thoughts into the final message:
"I reviewed a claim from your provider for your service on March 14, 2025. This claim was denied because your provider submitted it on July 30, 2026, which falls outside the 365-day filing deadline stipulated in their contract with us. Because the claim was submitted past this contractual deadline, your provider is not permitted to bill you for this service. Therefore, you are not responsible for any payment for this particular claim. If you do receive a bill for this service, please contact us."
Actually, that's five sentences, and it feels very direct and covers all the required points. I've explained the claim, the reason, the contractual implication, the member's financial responsibility (or lack thereof), and the next step if something goes wrong. This aligns with what I'd want to communicate as a clear, expert explanation.json{
"message": "We processed a claim for your service on March 14, 2025. The claim was denied because your provider submitted it on July 30, 2026, which is past the 365-day time limit for submitting claims. Under the provider's contract with us, they cannot bill you for a claim that was denied for this reason. You are not responsible for any payment for this service. If you receive a bill, please contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member not responsible for any payment."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains denial due to provider's late submission past limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Says contact us if you receive a bill."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 744 tokens
Okay, I'm thinking through how to best explain this claim denial to the member. I need to be concise, clear, and reassuring.
First, I know I have to start by directly stating that the claim has been denied. It's important to be upfront about that.
Next, I need to explain *why* it was denied, and that reason is that the provider didn't submit it to us in time. I'll mention the 365-day limit to make it concrete. I need to frame this as a "filing deadline" because that's an easy concept to grasp.
Crucially, I must immediately follow up by telling them they don't owe anything. This is the most important piece of information for them, and I don't want them to worry about a bill.
Then, I should briefly explain *why* they don't owe anything, referencing the provider's agreement with us. This reinforces that the responsibility lies with the provider's administrative process, not the member.
Finally, I need to tell them exactly what to do if, despite this, they *do* receive a bill from the provider. A clear call to action to contact us is essential.
I've drafted a message that covers all these points in five sentences or fewer, using language that's easy to understand. It clearly states the denial, the reason (late filing), their $0 responsibility, the reason for that responsibility, and what to do if they get a bill. I believe this message will be effective.
```json
{
"message": "We denied the claim from your provider for the service on March 14, 2025. Your provider submitted the claim after the 365-day filing deadline. Because the claim was filed late, you are not responsible for any payment. Our agreement with your provider does not allow them to bill you for this service. If you receive a bill, please contact us."
}
```json{
"message": "We denied the claim for your service on March 14, 2025 because your provider submitted it to us after the 365-day filing deadline. Our agreement with your provider states they must submit claims within that time. Because the claim was filed late, you are not responsible for any payment for this service. Your provider is not allowed to bill you for this claim. If you do receive a bill, please contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member not responsible for any payment."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late filing past deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Says to contact us if a bill arrives."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100GLM-5.2 · Z.ai1.4s · 150 out | 3.9s · 371 out | 4.6s · 431 out
Reasoning · 31 tokens
The member-facing message needs to explain the denial, member liability, and what to do if billed. Five sentences or fewer.json{
"message": "We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for a service date of 2025-03-14, which is outside the 365-day timely filing limit required by the provider's contract. You are not responsible for any charges for this claim. Under the provider's participation agreement, a claim denied for untimely filing may not be billed to you. We have notified your provider of this decision. If you receive a bill for this claim, please contact us right away."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "Says 'You are not responsible for any charges for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan right away if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 236 tokens
The member's claim was denied because the provider filed it too late (outside the 365-day timely filing limit). The member has no liability for this claim, and if they get billed, they should contact the plan. I need to write a message to the member, five sentences or fewer, at roughly an eighth-grade reading level.
Let me draft something:
"We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for a service date of 2025-03-14, which is outside the 365-day timely filing limit required by your provider's contract. You do not owe any amount for this claim, and your provider is not allowed to bill you for it. We have already notified your provider of this decision. If you receive a bill for this claim, please contact us right away. We are here to help if you have any questions about this claim."
That's five sentences. Let me check: it's clear, uses the dates provided, explains the denial reason, notes no member liability, mentions the provider has been notified, and tells them to contact the plan if they get a bill. Good.json{
"message": "We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for a service you received on 2025-03-14, which falls outside the 365-day timely filing limit in your provider's contract. You do not owe any amount for this claim, and your provider is not allowed to bill you for a claim denied for late filing. We have notified your provider of this decision. If you receive a bill for this claim, please contact us right away. We are available to answer any questions you may have about this denial."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member owes nothing and cannot be billed."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 297 tokens
The member's claim was denied because the provider submitted it outside the timely filing limit (365 days). The date of service was 2025-03-14 and the claim was submitted on 2026-07-30, which is more than 365 days later. The member has no liability for this claim because under the provider's participation agreement, a claim denied for untimely filing may not be billed to the member. The provider has been notified.
I need to write a message to the member in five sentences or fewer, at an eighth-grade reading level, explaining this coverage decision.
Key facts to include:
- Claim was denied because the provider submitted it past the timely filing deadline
- The member owes nothing
- If they receive a bill, they should contact the plan
- The provider has been notified
Let me draft this:
"We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for a date of service of 2025-03-14, which is outside the 365-day timely filing limit in your provider's contract. You are not responsible for paying any amount for this claim. Under your provider's participation agreement with us, a claim denied for being submitted late may not be billed to you. We have notified your provider of this decision. If you receive a bill for this claim, please contact us right away."
That's five sentences. Let me review for reading level and accuracy.json{
"message": "We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for a date of service of 2025-03-14, which falls outside the 365-day timely filing limit required by your provider's contract with us. You are not responsible for any amount related to this claim. Under your provider's participation agreement, a claim denied for being submitted late may not be billed to you. We have notified your provider of this decision. If you receive a bill for this claim, please contact us right away so we can help."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member is not responsible for any amount."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late filing past 365-day limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member liability or provider dispute."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100Claude Opus 4.8 · Anthropic3.6s · 193 out | 3.3s · 178 out | 3.6s · 192 out
json{
"message": "We denied claim 2026-0655012 for your March 14, 2025 visit because your provider sent it to us on July 30, 2026, which is past the 365-day filing deadline in their contract with us. Timely filing means a provider must submit a claim within a set time; when they miss it, the denial is their responsibility, not yours. You do not owe anything for this claim. Under the provider's agreement with us, they cannot bill you for a claim denied for late filing, and we have let them know. If you receive a bill for this claim, please contact us and we will help resolve it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains late provider filing, denial is their responsibility, not member's."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "We have finished reviewing claim 2026-0655012 for care you received on 2025-03-14. We could not pay this claim because your provider sent it to us on 2026-07-30, which is past the 365-day deadline set in their contract with us for submitting claims (called the timely filing limit). Because of this, you do not owe anything for this claim, and under the provider's agreement with us, they are not allowed to bill you for it. We have told the provider about this decision. If you get a bill for this claim, please contact us right away."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member does not owe anything and cannot be billed."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late submission past filing deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "We denied claim 2026-0655012 because your provider sent it to us on 2026-07-30, which is more than 365 days after your visit on 2025-03-14 and past the deadline in their contract with us. Timely filing means the provider must send us the claim within a set time, and this claim was too late. Because this was the provider's error, you do not owe anything for this claim. Under the provider's agreement with us, they are not allowed to bill you for a claim denied for late filing. We have told the provider about this decision, so if you get a bill for this claim, please contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States clearly member owes nothing for this claim."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains late filing past deadline was the provider's error, not member's."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if they receive a bill."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or deferral to provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100Claude Sonnet 5 · Anthropic3.3s · 195 out | 2.7s · 179 out | 3.5s · 202 out
json{
"message": "Your claim for the visit on 2025-03-14 was denied because your provider submitted it on 2026-07-30, which was after the 365-day deadline their contract requires. This deadline is called \"timely filing,\" and it is the provider's responsibility, not yours. Because of this, you do not owe any money for this claim, and your provider is not allowed to bill you for it. We have already notified your provider about this denial. If you receive a bill for this service, please contact us right away so we can help resolve it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member owes nothing and cannot be billed."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late filing, not member."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "Your claim from your March 14, 2025 visit (claim 2026-0655012) was denied because your provider submitted it on July 30, 2026, which was past the 365-day deadline required by their contract with us. This denial is not your fault, and you do not owe anything for this claim. Under your provider's agreement with the plan, they are not allowed to bill you when a claim is denied for filing late. We have notified the provider of this denial. If you receive a bill for this visit, please contact us right away so we can help resolve it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'you do not owe anything for this claim'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains late provider filing and says not member's fault"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed"
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider"
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "We reviewed claim 2026-0655012 for the service you received on 2025-03-14. It was denied because your provider submitted the claim on 2026-07-30, which was after the 365-day deadline set in their contract with us for filing claims. Because of this, you do not owe anything for this claim. Under your provider's agreement with us, they are not allowed to bill you when a claim is denied for filing after this deadline. We have notified the provider of this decision, but if you receive a bill for this claim, please contact us right away so we can help resolve it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'you do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late filing past contract deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100Claude Sonnet 4.6 · Anthropic4.2s · 141 out | 4.3s · 144 out | 3.9s · 141 out
json{
"message": "Claim 2026-0655012 for your March 14, 2025 date of service was denied because your provider submitted it on July 30, 2026, which is outside the 365-day deadline for submitting claims required by the provider's contract with the plan. You owe nothing for this claim. Because the denial is due to the provider's late filing, the provider is not allowed to bill you for this amount under their agreement with the plan. If you receive a bill for this claim, please contact the plan right away so we can resolve it on your behalf."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "\"You owe nothing for this claim\" stated plainly."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late filing past 365-day contract deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Instructs member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "We received a claim from your provider for a visit on 2025-03-14, but the claim was not sent to us until 2026-07-30, which is past the 365-day deadline your provider agreed to meet when joining our network. Because the provider missed that deadline, the claim was denied, and you owe nothing for this service. Your provider has already been notified and, under their contract with us, they are not allowed to bill you for a claim denied for this reason. If you receive a bill for this claim, please contact us right away so we can help resolve it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'you owe nothing for this service.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider missing the 365-day filing deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "Your claim for services on 2025-03-14 (Claim 2026-0655012) was denied because the provider submitted it on 2026-07-30, which is outside the 365-day filing deadline required by the provider's contract with the plan. You owe nothing for this claim — the provider's agreement with us prohibits them from billing you when a claim is denied for late submission. The provider has already been notified of this decision. If you receive a bill for this service, please contact the plan right away so we can resolve it on your behalf."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "Says explicitly 'You owe nothing for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Instructs member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100Qwen3.7 Max · Alibaba24.9s · 1,446 out | 314.4s · 1,200 out | 11.2s · 936 out
Reasoning · 1,313 tokens
The user wants a member-facing message explaining a claim denial.
Claim: 2026-0655012
Denial reason: Provider submitted claim on 2026-07-30 for date of service 2025-03-14, which is outside the 365-day timely filing limit.
Member liability: None. Provider cannot bill member for untimely filing.
Action: Provider notified. If member gets a bill, contact the plan.
Constraint: Five sentences or fewer.
Tone/Style: Eighth-grade reading level, no headers/bullets, no salutation/sign-off, exact dollar figures/dates (none given except dates), no clinical advice, no promising outcomes not in facts.
Drafting sentences:
1. We denied claim 2026-0655012 for your service on 2025-03-14 because your provider submitted it on 2026-07-30, which is past the 365-day time limit for filing claims.
2. You do not owe any money for this claim.
3. Your provider's contract does not allow them to bill you when a claim is denied for late filing.
4. We have already notified your provider about this decision.
5. If you receive a bill for this service, please contact us so we can help.
Count sentences: 5.
Let's refine to ensure it's very clear and meets all constraints.
Sentence 1: We denied claim 2026-0655012 for your service on 2025-03-14 because your provider sent it to us on 2026-07-30, which is past the 365-day time limit for filing claims.
Sentence 2: You do not owe any money for this claim.
Sentence 3: Your provider's agreement with us does not allow them to bill you when a claim is denied for late filing.
Sentence 4: We have notified your provider about this decision.
Sentence 5: If you receive a bill for this service, please contact us.
Check constraints:
- Five sentences or fewer? Yes, exactly 5.
- No headers, bullets, salutation, sign-off? Yes.
- Eighth-grade reading level? Yes.
- Exact dates used? 2025-03-14, 2026-07-30. Yes.
- Claim number used? 2026-0655012. Yes.
- No clinical advice? Yes.
- Includes appeal rights/deadlines/route to resolution? "If you receive a bill for this service, please contact us." (Route to resolution).
Let's do a quick read-through.
"We denied claim 2026-0655012 for your service on 2025-03-14 because your provider sent it to us on 2026-07-30, which is past the 365-day time limit for filing claims. You do not owe any money for this claim. Your provider's agreement with us does not allow them to bill you when a claim is denied for late filing. We have notified your provider about this decision. If you receive a bill for this service, please contact us."
Wait, could I combine some to make it flow better and be safely under 5 sentences?
"We denied claim 2026-0655012 for your service on 2025-03-14 because your provider submitted it on 2026-07-30, which is past the 365-day time limit for filing claims. You do not owe any money for this claim because your provider's agreement does not allow them to bill you for late filing. We have notified your provider about this decision. If you receive a bill for this service, please contact us."
That is 4 sentences.
Let's check the rules again.
"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."
"Use the exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in the facts."
Sentence 1: We denied claim 2026-0655012 for your service on 2025-03-14 because your provider submitted it on 2026-07-30, which is past the 365-day time limit for filing claims.
Sentence 2: You do not owe any money for this claim because your provider's agreement does not allow them to bill you when a claim is denied for late filing.
Sentence 3: We have notified your provider about this decision.
Sentence 4: If you receive a bill for this service, please contact us.
4 sentences. Perfectly clear. 8th grade level. No extra fluff.
JSON format required.
```json
{
"message": "We denied claim 2026-0655012 for your service on 2025-03-14 because your provider submitted it on 2026-07-30, which is past the 365-day time limit for filing claims. You do not owe any money for this claim because your provider's agreement does not allow them to bill you when a claim is denied for late filing. We have notified your provider about this decision. If you receive a bill for this service, please contact us."
}
```
Double check dates:
DOS: 2025-03-14
Submission: 2026-07-30
Claim: 2026-0655012
Limit: 365-day
All correct.
No other keys required. Just "message".
Done.json{
"message": "We denied claim 2026-0655012 for your service on 2025-03-14 because your provider submitted it on 2026-07-30, which is past the 365-day time limit for filing claims. You do not owe any money for this claim because your provider's agreement does not allow them to bill you when a claim is denied for late filing. We have notified your provider about this decision. If you receive a bill for this service, please contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "Says member owes no money for this claim."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission, not member or coverage."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 1,060 tokens
The user wants a member-facing message explaining a claim denial due to timely filing limits.
Constraints:
- 5 sentences or fewer.
- Eighth-grade reading level.
- Define terms of art.
- Use exact dollar figures and dates (none provided except dates of service/submission).
- No clinical advice.
- No promising outcomes not supported by facts.
- Include appeal rights/deadlines/routes to resolution if provided (contact plan if billed).
- JSON format with "message" key.
Facts:
- Claim: 2026-0655012
- Denial reason: Provider submitted claim on 2026-07-30 for date of service 2025-03-14, outside 365-day timely filing limit.
- Member liability: none. Cannot be billed to member.
- Action: Provider notified. If member receives a bill, contact the plan.
Drafting the message:
We denied claim 2026-0655012 for your care on 2025-03-14 because your provider submitted it on 2026-07-30, which is past our 365-day timely filing limit. A timely filing limit is the deadline a provider has to send us a claim. Because of this rule, you do not owe any money for this claim, and your provider is not allowed to bill you for it. We have already notified your provider about this decision. If you receive a bill for this service, please contact us so we can help resolve it.
Sentence count check:
1. We denied claim 2026-0655012 for your care on 2025-03-14 because your provider submitted it on 2026-07-30, which is past our 365-day timely filing limit.
2. A timely filing limit is the deadline a provider has to send us a claim.
3. Because of this rule, you do not owe any money for this claim, and your provider is not allowed to bill you for it.
4. We have already notified your provider about this decision.
5. If you receive a bill for this service, please contact us so we can help resolve it.
Total: 5 sentences.
Reading level check:
Simple words, clear explanation of "timely filing limit".
Let's refine sentence 1 and 2 to be more concise and natural.
1. We denied claim 2026-0655012 for your care on 2025-03-14 because your provider sent it to us on 2026-07-30, missing the 365-day timely filing limit.
2. A timely filing limit is the maximum time a provider has to submit a claim to us.
3. You do not owe any money for this claim, and your provider cannot bill you for it.
4. We have notified your provider of this decision.
5. If you receive a bill for this service, please contact us right away.
Count: 5 sentences.
Let's check the constraints:
- "message" string
- 5 sentences or fewer.
- No headers, bullets, salutation, sign-off.
- Exact dates used: 2025-03-14, 2026-07-30.
- Defined "timely filing limit".
Text:
We denied claim 2026-0655012 for your care on 2025-03-14 because your provider sent it to us on 2026-07-30, missing the 365-day timely filing limit. A timely filing limit is the maximum time a provider has to submit a claim to us. You do not owe any money for this claim, and your provider cannot bill you for it. We have notified your provider of this decision. If you receive a bill for this service, please contact us right away.
Sentence 1: We denied claim 2026-0655012 for your care on 2025-03-14 because your provider sent it to us on 2026-07-30, missing the 365-day timely filing limit.
Sentence 2: A timely filing limit is the maximum time a provider has to submit a claim to us.
Sentence 3: You do not owe any money for this claim, and your provider cannot bill you for it.
Sentence 4: We have notified your provider of this decision.
Sentence 5: If you receive a bill for this service, please contact us right away.
Exactly 5 sentences.
No salutation or sign-off.
JSON format.
No other text.
All good.json{
"message": "We denied claim 2026-0655012 for your care on 2025-03-14 because your provider sent it to us on 2026-07-30, missing the 365-day timely filing limit. A timely filing limit is the maximum time a provider has to submit a claim to us. You do not owe any money for this claim, and your provider cannot bill you for it. We have notified your provider of this decision. If you receive a bill for this service, please contact us right away."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member owes nothing and provider cannot bill."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission, not member."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 818 tokens
The user wants a member-facing message explaining a claim denial due to timely filing limits.
Constraints:
- Five sentences or fewer.
- Explain the denial reason (provider submitted late, outside 365-day limit).
- Explain member liability (none, cannot be billed to member).
- Explain next steps (provider notified, contact plan if billed).
- Tone: 8th-grade reading level, no clinical advice, no salutations/sign-offs, use exact facts.
- JSON format with "message" key.
Drafting sentences:
1. We denied your claim for services on 2025-03-14 because your provider submitted it on 2026-07-30, which is past our 365-day time limit for filing claims.
2. You do not owe any money for this claim because your provider's contract does not allow them to bill you for late submissions.
3. We have already notified your provider about this decision.
4. If you receive a bill for these services, please contact us so we can help resolve it.
Count: 4 sentences.
Let's refine to ensure it's clear and meets all constraints.
Sentence 1: We denied the claim for your services on 2025-03-14 because your provider submitted it on 2026-07-30, which is outside the 365-day time limit for filing claims.
Sentence 2: You are not responsible for paying this bill because your provider's agreement prevents them from billing you for late claims.
Sentence 3: We have notified your provider of this denial.
Sentence 4: If you receive a bill for this claim, please contact us so we can assist you.
Check constraints:
- Five sentences or fewer? Yes (4 sentences).
- Exact dates used? 2025-03-14, 2026-07-30. Yes.
- 8th grade reading level? Yes.
- No salutation/sign-off? Yes.
- JSON format? Yes.
Let's review the exact prompt details:
"Denial reason: provider submitted the claim 2026-07-30 for a date of service 2025-03-14, outside the 365-day timely filing limit in the provider's contract."
"Member liability: none. Under the provider's participation agreement, a claim denied for untimely filing may not be billed to the member."
"The provider has been notified. If the member receives a bill for this claim they should contact the plan."
Draft:
We denied the claim for your services on 2025-03-14 because your provider submitted it on 2026-07-30, which is outside the 365-day time limit in their contract. You do not owe any money for this claim because your provider is not allowed to bill you for late submissions. We have already notified your provider about this decision. If you receive a bill for this claim, please contact us so we can help.
Sentences: 4.
Words: ~70.
Reading level: simple and clear.
Checking keys: "message"
```json
{
"message": "We denied the claim for your services on 2025-03-14 because your provider submitted it on 2026-07-30, which is outside the 365-day time limit in their contract. You do not owe any money for this claim because your provider is not allowed to bill you for late submissions. We have already notified your provider about this decision. If you receive a bill for this claim, please contact us so we can help."
}
```
Looks good.
json{
"message": "We denied the claim for your services on 2025-03-14 because your provider submitted it on 2026-07-30, which is outside the 365-day time limit in their contract. You do not owe any money for this claim because your provider is not allowed to bill you for late submissions. We have already notified your provider about this decision. If you receive a bill for this claim, please contact us so we can help."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe any money for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late submission past contract limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Says contact us if you receive a bill."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100GLM-5.3 · Z.ai6.5s · 517 out | 1.9s · 172 out | 4.0s · 820 out
Reasoning · 427 tokens
The task: write a member-facing message, five sentences or fewer, explaining a denial for timely filing where the member owes nothing.
Key facts:
- Claim 2026-0655012
- Denied because provider submitted 2026-07-30 for service date 2025-03-14, outside 365-day timely filing limit in provider's contract.
- Member liability: none — provider's participation agreement prohibits billing member for untimely filing denials.
- Provider notified. If member receives a bill, contact the plan.
Need to write at eighth-grade reading level, define terms of art (timely filing), use exact figures/dates, include resolution route. No clinical advice. Five sentences or fewer.
Draft:
"We denied claim 2026-0655012 because your provider sent it to us too late. Your provider's contract requires claims to be filed within 365 days of the date of service, but this claim was submitted on 2026-07-30 for care you received on 2025-03-14. You owe nothing for this claim; your provider's agreement with us does not allow billing you when a claim is denied for late filing. We have already notified your provider of this decision. If you receive a bill for this service, please contact us so we can help."
That's five sentences. Check: defines timely filing concept plainly (within 365 days of date of service). Uses exact dates and claim number. Says member owes nothing, cites provider agreement. Includes route: contact the plan if billed. No clinical advice, no promise beyond facts.
Maybe "timely filing limit" as term of art — I explained it as "requires claims to be filed within 365 days of the date of service." Good.
Sentence count: 5. Good.
Output only JSON block with "message" key.json{
"message": "We denied claim 2026-0655012 because your provider sent it to us too late. Your provider's contract requires claims to be filed within 365 days of the date of service, but this claim was submitted on 2026-07-30 for care you received on 2025-03-14. You owe nothing for this claim, because your provider's agreement with us does not allow them to bill you when a claim is denied for late filing. We have notified your provider of this decision. If you receive a bill for this service, please contact us and we will help resolve it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "\"You owe nothing for this claim\" stated plainly."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late filing past 365-day limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 44 tokens
Write member-facing message, ≤5 sentences, eighth-grade level, key facts: claim denied for late filing (not member's fault), member owes nothing, provider can't bill, provider notified, contact plan if billed.json{
"message": "We processed claim 2026-0655012 and denied it because your provider sent it to us too late. Their contract with us requires claims to be filed within 365 days of the date of service, and this claim was for care received on 2025-03-14 but was not submitted until 2026-07-30. You owe nothing for this claim, and the provider is not allowed to bill you for it. We have already told the provider this. If you receive a bill for this claim, please contact us so we can help."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You owe nothing for this claim' and provider cannot bill."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late filing beyond 365-day contract limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if a bill arrives."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 683 tokens
Let me analyze this task. I need to write a member-facing message, five sentences or fewer, explaining that a claim was denied for untimely filing, the member owes nothing, and if they get a bill they should contact the plan.
Key facts:
- Claim 2026-0655012
- Provider submitted claim on 2026-07-30 for date of service 2025-03-14
- Outside the 365-day timely filing limit in provider's contract
- Member liability: none — under provider's participation agreement, a claim denied for untimely filing may not be billed to the member
- Provider has been notified
- If member receives a bill, contact the plan
No appeal rights mentioned. No deadlines mentioned for the member. The route to resolution: contact the plan if billed.
Write at ~8th grade reading level. Define terms of art. "Timely filing" should be defined. Five sentences or fewer. Use exact dollar figures and dates — no dollar figures here, but dates: 2026-07-30, 2025-03-14. Actually, do I need to include the dates? "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 can include dates if helpful. I should reference the claim number.
Draft:
"We reviewed claim 2026-0655012 for your service on 2025-03-14 and denied it because your provider sent the bill too late. Providers must submit claims within 365 days of the date of service, and this one was received on 2026-07-30, past that deadline. You do not owe anything for this claim, and your provider's contract with us does not allow them to bill you for a claim denied for being filed late. We have notified the provider of this decision. If you receive a bill for this claim, please contact us and we will help resolve it."
That's five sentences. Reading level is fine. "Timely filing" — I described it as the deadline to submit claims. Should I use the term "timely filing"? Maybe say "this is called a timely filing denial" — but keeping it simple is fine. Define the term of art: timely filing = providers must submit claims within 365 days. That works.
Check sentence count:
1. "We reviewed claim 2026-0655012 for your service on 2025-03-14 and denied it because your provider sent the bill too late."
2. "Providers must submit claims within 365 days of the date of service, and this claim was received on 2026-07-30, past that deadline."
3. "You owe nothing for this claim, because your provider's contract with our plan does not allow them to bill you when a claim is denied for late filing."
4. "We have notified the provider of this decision."
5. "If you receive a bill for this claim, please contact our plan and we will help resolve it."
Good. Five sentences. No promise of outcomes beyond the facts. No appeal rights given in facts, so none included. Include route to resolution (contact the plan).
The output contract says required key is "message". So output JSON with just "message".json{"message": "We reviewed claim 2026-0655012 for your service on 2025-03-14 and denied it because your provider sent the bill too late. Providers must submit claims within 365 days of the date of service, and this claim arrived on 2026-07-30, past that deadline. You owe nothing for this claim, because your provider's contract with our plan does not allow them to bill you when a claim is denied for late filing. We have notified the provider of this decision. If you receive a bill for this claim, please contact our plan and we will help resolve it."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You owe nothing for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider filing past 365-day deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100Qwen3.8 Max · Alibaba14.9s · 608 out | 9.0s · 459 out | 11.5s · 456 out
Reasoning · 461 tokens
We need answer user's request. Need produce final JSON only. Need craft message to member five sentences or fewer. Include exact dates, claim? Member liability none, denial untimely filing, provider notified, if receive bill contact plan. Need maybe define timely filing? Eighth grade. No salutation/signoff. Include appeal rights? Facts include no appeal rights. Must not introduce figures not in facts. Claim number and dates are supplied. Need maybe "Claim 2026-0655012". Need mention denied because submitted 2026-07-30 for service 2025-03-14, outside 365-day timely filing limit in provider contract. Define timely filing: time limit for submitting claims. Member owes nothing. Provider may not bill member due to participation agreement. Provider notified. If bill, contact plan. Five sentences max. Need ensure exact dollar? none. Dates ISO. Maybe:
"We denied claim 2026-0655012 because the provider sent it on 2026-07-30 for services from 2025-03-14, which is past the 365-day timely filing limit in the provider's contract. Timely filing means the deadline a provider has to submit a claim. You do not owe any money for this claim. The provider's agreement says they cannot bill you for a claim denied for untimely filing, and we have told the provider this. If you get a bill for this claim, please contact the plan."
That's 5 sentences. Does "we denied" okay. Need member-facing. No header. JSON: {"message": "..."}.
Need ensure no newline? JSON string with escaped newline if needed. Better one line. Count sentences: first has comma. "We denied claim..." sentence 1. "Timely filing means..." sentence 2. "You do not owe..." sentence 3. "The provider's agreement..." sentence 4. "If you get..." sentence 5. Good. Use "untimely filing" maybe define. Need "outside the 365-day timely filing limit" exact. Good.
json{
"message": "We denied claim 2026-0655012 because the provider submitted it on 2026-07-30 for services from 2025-03-14, outside the 365-day timely filing limit in the provider's contract. Timely filing means the deadline a provider has to submit a claim. You do not owe any money for this claim. The provider's participation agreement says a claim denied for untimely filing may not be billed to you, and the provider has been notified. If you receive a bill for this claim, please contact the plan."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe any money for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 323 tokens
We need answer user's request. Need produce final exactly one fenced JSON code block with key message. Need member-facing message five sentences or fewer. Need include facts: claim denied because provider submitted 2026-07-30 for DOS 2025-03-14 outside 365-day timely filing limit in provider contract. Member liability none, provider may not bill. Provider notified. If bill contact plan. Need no salutation/signoff? Task says write message to member, no salutation unless letter. Just message. Need <=5 sentences. Use exact dates and dollar? No dollar. Need define term of art? "timely filing limit" maybe define as deadline for submitting claims. Eighth grade. Could be 3 sentences. Ensure no promise.
Draft:
"Claim 2026-0655012 was denied because the provider sent it on 2026-07-30 for care on 2025-03-14, after the 365-day timely filing limit, which is the deadline in the provider's contract to submit claims. You do not owe any amount for this claim because the provider's agreement does not allow billing you for a denial based on late filing. We have notified the provider. If you receive a bill for this claim, please contact the plan."
That's 4 sentences. Exact dates. Good. Maybe "untimely filing" term. Define timely filing limit. Good. Need JSON escape. final only fenced JSON.json{
"message": "Claim 2026-0655012 was denied because the provider sent it on 2026-07-30 for care on 2025-03-14, after the 365-day timely filing limit, which is the deadline in the provider's contract to submit claims. You do not owe any amount for this claim because the provider's agreement does not allow billing you for a denial based on late filing. We have notified the provider. If you receive a bill for this claim, please contact the plan."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe any amount for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late submission under provider contract."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact the plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or provider dispute."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 316 tokens
We need answer user's request. Need produce final exactly one fenced JSON code block with key message. Need member-facing text <=5 sentences. Need include exact dates, claim number maybe. Explain denial due provider submitted 2026-07-30 for DOS 2025-03-14 outside 365-day timely filing limit in provider contract. Member liability none. Provider notified. If member gets bill contact plan. Need no salutation/sign-off. Need plain language. Define term maybe timely filing limit. Use exact dollar? none. Dates ISO. Five sentences or fewer. Need ensure not promise. Maybe: "Claim 2026-0655012 was denied because the provider submitted it on 2026-07-30 for services from 2025-03-14, which is after the 365-day timely filing limit in the provider's contract. Timely filing limit means the deadline for submitting a claim. You do not owe anything for this claim because the provider agreement does not allow billing you for a late-filed claim. We have notified the provider. If you receive a bill for this claim, please contact the plan." That's 4? Actually sentence count: 1 claim denied..., 2 Timely..., 3 You do not..., 4 We have..., 5 If you... = 5. Good. Need maybe "date of service" exact. Fine. JSON only. Ensure no bullets. final.json{
"message": "Claim 2026-0655012 was denied because the provider submitted it on 2026-07-30 for services from 2025-03-14, which is after the 365-day timely filing limit in the provider's contract. A timely filing limit is the deadline for submitting a claim. You do not owe anything for this claim because the provider's agreement does not allow billing you for a late-filed claim. We have notified the provider. If you receive a bill for this claim, please contact the plan."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100GPT-5.6 Terra · OpenAI1.8s · 103 out | 1.7s · 98 out | 1.7s · 101 out
json{"message":"We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for services on 2025-03-14, which was after the 365-day filing limit in the provider's contract. You do not owe anything for this claim. Your provider has been notified and cannot bill you for a claim denied because it was filed late. If you receive a bill for this claim, please contact the plan."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial squarely to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member liability or paying the provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}json{"message":"We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for services received on 2025-03-14, which was after the 365-day filing deadline in the provider's contract. You do not owe anything for this claim. Your provider has been notified and cannot bill you for this denied claim. If you receive a bill for this service, please contact us."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial squarely to provider's late submission past contract deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Says contact us if you receive a bill."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or provider dispute."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}json{"message":"We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for services received on 2025-03-14, after the 365-day filing deadline in the provider's contract. You do not owe anything for this claim. Your provider has been notified and cannot bill you for a claim denied because it was filed late. If you receive a bill for this claim, please contact us."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States plainly member owes nothing for this claim."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late filing past deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Says contact us if a bill arrives."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or provider dispute."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100GLM-5.3 Flash · Z.ai10.5s · 442 out | 17.0s · 697 out | 14.1s · 583 out
Reasoning · 316 tokens
The task: write a member-facing message, five sentences or fewer, explaining the denial of claim 2026-0655012 for untimely filing, member owes nothing, provider cannot bill member, member should contact plan if billed.
Required JSON keys: "message" only (this is the task family; the item doesn't specify other keys). Include claim number, date of service, explanation in plain language, no member liability, contact plan if billed.
Five sentences or fewer. Let me draft:
"Your claim 2026-0655012 for services on 2025-03-14 was not paid because the provider submitted it more than 365 days after the date of service, which is past the filing deadline in the provider's contract with us. This was the provider's responsibility, and you do not owe anything for this claim. The provider cannot bill you for it. The provider has been notified of this decision. If you receive a bill for this claim, please contact us and we will follow up."
Count sentences: 1) claim denied... 2) provider responsibility, you owe nothing. 3) cannot bill you. 4) provider notified. 5) if billed, contact us. That's five. Good.
Reading level: fine. Define "timely filing limit"? I said "filing deadline in the provider's contract with us" — that's plain. Avoid dollar figures since none supplied (member liability none). Don't introduce figures.
Output exactly one fenced JSON block with key "message".json{
"message": "We did not pay claim 2026-0655012 for your services on 2025-03-14 because the provider submitted it more than 365 days after the date of service, past the filing deadline in the provider's contract with us. This was the provider's mistake to fix, not yours, and you do not owe anything for this claim. The provider may not bill you for it. The provider has been notified of this decision. If you receive a bill for this claim, please contact us and we will follow up for you."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States plainly member owes nothing and cannot be billed."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late filing, explicitly not the member's fault."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member liability or paying the provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 557 tokens
The task: write a member-facing message, five sentences or fewer, explaining the denial of claim 2026-0655012 for untimely filing, member liability none, provider has been notified, member should contact plan if billed.
Required JSON keys: "message" only (per task family Member Explanation).
Facts:
- Claim 2026-0655012
- DOS 2025-03-14
- Claim submitted by provider 2026-07-30
- Denied because outside 365-day timely filing limit in provider's contract
- Member owes nothing; cannot be balance-billed
- Provider notified; if member gets a bill, contact plan
Write at eighth-grade level, define terms of art. "Timely filing limit" should be defined simply. No promises beyond facts. No appeal rights mentioned in facts — the denial is provider-contractual, not member adverse. Should not invent appeal rights. Just explain.
Five sentences or fewer. Plain reading.
Draft:
"Your claim 2026-0655012 for the service you received on 2025-03-14 was not paid because your provider did not send it to us within 365 days of that date, which is the filing deadline in the provider's contract with us. This filing delay is between the provider and the plan, and it is not your responsibility. You owe nothing for this claim, and the provider is not allowed to bill you for it. We have notified the provider of this requirement. If you receive a bill for this claim, please contact us and we will help resolve it."
That's 5 sentences. Good. Keep it simple, no bullet points. No dollar figures given — none to include. Dates: 2025-03-14, 2026-07-30 maybe. Should I include submission date? Could mention: "the provider submitted it on 2026-07-30". That adds specificity. Keep sentence count ≤5.
Revised:
"Your claim 2026-0655012 for the service you received on 2025-03-14 was not paid because the provider submitted it on 2026-07-30, which is past the 365-day filing deadline in the provider's contract with us. This is between the provider and the plan and does not affect you financially. You owe nothing for this claim, and the provider is not allowed to bill you for it. We have notified the provider about this. If you receive a bill for this service, please contact us and we will take care of it."
Five sentences. Good. Use "we" as plan voice. Fine.
Output exactly one fenced JSON block with key "message".json{
"message": "Your claim 2026-0655012 for the service you received on 2025-03-14 was not paid because the provider did not submit it until 2026-07-30, which is past the 365-day filing deadline in the provider's contract with us. This filing delay is between the provider and the plan, and it does not affect you financially. You owe nothing for this claim, and the provider is not allowed to bill you for it. We have notified the provider of this requirement. If you receive a bill for this service, please contact the plan and we will help resolve it."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You owe nothing for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains provider filed late, issue between provider and plan."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or deferral to provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01076
}Reasoning · 442 tokens
The task: write a member-facing message, five sentences or fewer, explaining the denial of claim 2026-0655012 for untimely filing, member owes nothing, provider cannot bill them, provider has been notified, and if member gets a bill they should contact the plan.
Key facts to include:
- Claim 2026-0655012
- Date of service 2025-03-14
- Denied because provider submitted 2026-07-30, past the 365-day timely filing limit in the provider's contract
- Member owes nothing (member liability: none)
- Provider may not bill the member for claims denied for untimely filing
- Provider has been notified
- If member receives a bill, contact the plan
Five sentences or fewer. Eighth-grade reading level. No headers, no salutation/sign-off. Define term of art ("timely filing limit") first time it appears. Use exact dates and figures. No appeal rights mentioned in facts — the denial is a provider-contract issue, member has no liability, so no appeal needed for member; but the facts include a route to resolution: contact the plan if billed. Include that.
Draft:
"Your claim 2026-0655012 for services on 2025-03-14 was not paid because the provider submitted it on 2026-07-30, more than 365 days after the date of service. This 365-day deadline is called the timely filing limit, and it is part of the provider's contract with us. You do not owe anything for this claim, and the provider is not allowed to bill you for it. We have notified the provider of this denial. If you receive a bill for this claim, please contact us so we can follow up."
Count sentences: 1) denied... 2) timely filing limit... 3) you do not owe... 4) we have notified... 5) if you receive a bill... That's five sentences. Good.
Reading level seems fine. Avoid "claim number" ambiguity — fine.
JSON output with key "message". Exactly one fenced JSON block.json{
"message": "Your claim 2026-0655012 for services on 2025-03-14 was not paid because the provider submitted it on 2026-07-30, more than 365 days after the date of service. This 365-day deadline is called the timely filing limit, and it is a requirement in the provider's contract with us. You do not owe anything for this claim, and the provider may not bill you for a claim denied for untimely filing. We have notified the provider of this denial. If you receive a bill for this claim, please contact the plan and we will follow up."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member owes nothing and provider may not bill."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains denial due to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01071
}100Hunyuan 4 · Tencent37.0s · 2,216 out | 74.7s · 4,059 out | 51.7s · 2,880 out
Reasoning · 2,089 tokens
We need answer with JSON code block only. Task: member explanation. Required key: "message" string. Write member-facing text. Five sentences or fewer. Need use exact dollar figures and dates supplied; but there are no dollar amounts? Claim facts: claim number 2026-0655012, denial reason: provider submitted claim 2026-07-30 for DOS 2025-03-14, outside 365-day timely filing limit in provider's contract. Member liability: none. Under provider's participation agreement, a claim denied for untimely filing may not be billed to member. Provider has been notified. If member receives bill, contact plan.
Need craft message to member. No dollar figures to report. Need be eighth-grade reading level. Define term of art first time: timely filing limit? We can say: "Your provider had 365 days (one year) from your date of service to send us the claim. This is called the timely filing limit. The provider sent the claim on 2026-07-30 for your visit on 2025-03-14, which is after that limit, so we denied claim 2026-0655012." Then member liability none: "You do not owe anything for this claim, and the provider cannot bill you for it because of their contract with us." Then: "We have told the provider about this denial." Then: "If you get a bill anyway, please contact us so we can help." Need count sentences: Let's draft.
Need ensure no dollar amounts. Use dates exact: 2025-03-14 and 2026-07-30, claim 2026-0655012. Maybe mention "claim 2026-0655012".
Potential message:
"Your provider had 365 days from your date of service to send us the claim. This deadline is called the timely filing limit. The provider sent claim 2026-0655012 on 2026-07-30 for your visit on 2025-03-14, which is after that limit, so we denied the claim. You do not owe anything, and the provider may not bill you for this denial under their agreement with us. We have notified the provider, and if you receive a bill for this claim, please contact the plan."
Count sentences: 1) Your provider had 365 days... service to send us the claim. 2) This deadline is called the timely filing limit. 3) The provider sent claim 2026-0655012 on 2026-07-30 for your visit on 2025-03-14, which is after that limit, so we denied the claim. 4) You do not owe anything, and the provider may not bill you for this denial under their agreement with us. 5) We have notified the provider, and if you receive a bill for this claim, please contact the plan. That's five sentences. Good.
Need ensure "date of service" maybe define? Date of service is the day you got care. Could mention? The phrase "date of service" might be term of art. The instruction: Define any term of art the first time it appears. "Timely filing limit" we define. "Date of service" maybe also a term of art? It's somewhat operational. But do we need define? Could say "your visit date (the date of service)" to clarify. Let's see: "Your provider had 365 days from your visit on 2025-03-14 (the date of service) to send us the claim." That defines date of service parenthetically. Then "This deadline is called the timely filing limit." Then "The provider sent claim 2026-0655012 on 2026-07-30, which is after that limit, so we denied the claim." Wait need connect to date of service. Let's restructure.
Sentence 1: "Your provider had 365 days from your visit on 2025-03-14 (the date of service) to send us the claim." This defines date of service.
Sentence 2: "This deadline is called the timely filing limit."
Sentence 3: "The provider sent claim 2026-0655012 on 2026-07-30, which is after that limit, so we denied the claim."
Sentence 4: "You do not owe anything, and the provider may not bill you for this denial under their agreement with us."
Sentence 5: "We have notified the provider, and if you receive a bill for this claim, please contact the plan."
Count: 5 sentences. Reading level? Yes. Dates exact. Claim number exact. No dollar figures. Does it say "provider submitted the claim 2026-07-30 for a date of service 2025-03-14". We mention both. Good.
Need ensure "denial reason: provider submitted claim 2026-07-30 for a DOS 2025-03-14, outside 365-day timely filing limit in provider's contract." So we say after that limit. Good.
Need no salutation/sign-off unless item asks for letter. Not asks. So just message.
Need output exactly one fenced JSON code block and nothing else. Ensure JSON valid. String with double quotes, escaping internal quotes? None needed. Use \n? It's a single string; we can include sentences separated by spaces. No newline required. If we include newline characters inside JSON string, must escape as \n or just have spaces. Better to have one line with spaces. But JSON strings can contain newline only if escaped. We'll use spaces.
Key: "message". Value: the string.
Let's check sentence count by punctuation. Ensure no semicolons splitting? We have a comma in sentence 4 "You do not owe anything, and the provider may not bill you..." That's one sentence. Sentence 5 has comma and "and". Good.
Need maybe "claim 2026-0655012" while claim number has leading zeros? It's "2026-0655012". Keep exact.
Maybe "The provider sent claim 2026-0655012 on 2026-07-30, which is after that limit" Wait the claim was submitted 2026-07-30 for DOS 2025-03-14. The date difference: 2025-03-14 to 2026-07-30 is over a year (about 503 days). So after 365-day limit. Good.
Potential issue: "Your provider had 365 days from your visit on 2025-03-14 (the date of service) to send us the claim." The claim was submitted 2026-07-30. That's after the limit. Good.
Need "provider's participation agreement" maybe say "their agreement with us" which is fine. "may not be billed" okay.
Should we include appeal rights? Facts do not include appeal rights/deadlines. We should not invent. The instruction: Where the facts include appeal rights, deadlines, or route to resolution, include them. Facts include: "If the member receives a bill for this claim they should contact the plan." That's a route to resolution. We included. No appeal rights. So fine.
Need maybe mention "This is not a decision about whether the care was medically necessary; it is a filing deadline." But that's extra and maybe not from facts? The denial reason is timely filing, not clinical. Could be helpful but not required. We must stay within facts. It says provider submitted outside limit. It doesn't say not about medical necessity. But saying "This denial is because the claim was filed late, not because of the care you received" could be inferred? It is implied by reason. But adding could risk adding info not supplied? It is directly from denial reason: outside timely filing. The statement "This denial is because the claim was filed late" is supported. But not necessary. Keep simple.
Check reading level: eighth-grade. "participation agreement" perhaps term of art? We say "their agreement with us". Good.
Let's ensure no currency. None.
Now produce JSON.
Wait: The output contract says: Reply with exactly one fenced JSON code block and nothing else. No preamble, no commentary before or after, no second code block.
So final answer:
```json
{
"message": "Your provider had 365 days from your visit on 2025-03-14 (the date of service) to send us the claim. This deadline is called the timely filing limit. The provider sent claim 2026-0655012 on 2026-07-30, which is after that limit, so we denied the claim. You do not owe anything, and the provider may not bill you for this denial under their agreement with us. We have notified the provider, and if you receive a bill for this claim, please contact the plan."
}
```
Check if there is any issue with "denial" maybe "this denial" refers to claim denied for untimely filing. Fine.
Could there be a requirement to mention "claim 2026-0655012" exactly. We did.
Let's count sentences in final string. 1 ends with "claim." 2 ends "limit." 3 ends "claim." 4 ends "us." 5 ends "plan." Actually sentence 5: "We have notified the provider, and if you receive a bill for this claim, please contact the plan." That ends with period. Good.
One more nuance: The claim ID is "2026-0655012" but claim was submitted 2026-07-30 for DOS 2025-03-14. The claim number starts with 2026 maybe year of submission? No matter.
Need maybe "outside the 365-day timely filing limit in the provider's contract" We mention "under their agreement with us" for no billing. Good.
Let's final.json{
"message": "Your provider had 365 days from your visit on 2025-03-14 (the date of service) to send us the claim. This deadline is called the timely filing limit. The provider sent claim 2026-0655012 on 2026-07-30, which is after that limit, so we denied the claim. You do not owe anything, and the provider may not bill you for this denial under their agreement with us. We have notified the provider, and if you receive a bill for this claim, please contact the plan."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything' and provider may not bill."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider filing after the 365-day limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact the plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 3,848 tokens
We need answer with JSON code block only. Required key "message". Need write member-facing text, five sentences or fewer. Roughly eighth grade reading level. Define term of art first time appears. Use exact dollar figures and dates supplied; don't round, no figure not in facts. Here no dollar amount? Claim denial reason: provider submitted claim 2026-07-30 for DOS 2025-03-14, outside 365-day timely filing limit in provider's contract. Member liability: none. Under provider's participation agreement, a claim denied for untimely filing may not be billed to member. Provider has been notified. If member receives a bill for this claim they should contact plan.
Need include appeal rights/deadlines/route to resolution? Facts include: if receives bill contact plan. No appeal rights given. We shouldn't invent appeal rights. We can mention provider notified, member not responsible, if bill contact plan. Need maybe define "timely filing limit" and "participation agreement"? Need define term of art first time appears. The term "timely filing limit" appears; define: the deadline a provider has to send us a claim. "Participation agreement" maybe define: the contract the provider has with the plan. Or "untimely filing" means the provider sent the claim too late. Need 5 sentences or fewer. Let's draft.
Need ensure no salutation/sign-off unless item asks for letter, it doesn't. Just message. No headers/bullet. Let's count sentences.
Draft 1:
"Your claim was denied because the provider sent it to us on 2026-07-30 for a date of service of 2025-03-14, which is past the 365-day timely filing limit, meaning the deadline a provider has to send us a claim. You do not owe anything for this claim, because under the provider's participation agreement, which is the contract the provider has with our plan, a claim denied for late filing cannot be billed to you. We have told the provider about this decision. If you get a bill for this claim, call us so we can help. Please do not pay the bill before you contact us."
Count sentences: 1 "Your claim ... limit, meaning ... claim." (one sentence with comma, participial phrase) 2 "You do not owe ... you." 3 "We have told ... decision." 4 "If you get ... help." 5 "Please do not pay ... us." That's 5 sentences. Good.
Need check reading level eighth grade. "timely filing limit" defined as deadline a provider has to send us a claim. "participation agreement" defined as contract the provider has with our plan. "date of service" maybe term of art? Should we define? It's the date you got the care. But "date of service" is common but maybe define? The instruction: Define any term of art the first time it appears. Date of service is a term of art. We should define it maybe: "date of service, which is the date you got the care,". Let's include. Also "claim" maybe not term? It's common but perhaps. "Provider" maybe. Let's ensure all terms of art defined. Terms: "claim" (a request from a provider to be paid for care). "date of service". "timely filing limit". "participation agreement". Also "denied" not term? "billed" maybe. Let's see.
Need maybe include "late filing" instead of untimely? The denial reason says untimely filing. "Untimely filing" is a term of art, maybe define: "untimely filing, which means the provider sent the claim too late". Actually we define timely filing limit, which implies it. But "untimely filing" appears in member liability sentence. It says "denied for untimely filing may not be billed". We can say "late filing" maybe. But need define any term of art first time appears. "Untimely filing" is the exact term. Should define: "untimely filing, which means the provider sent the claim after the deadline,". Already we define timely filing limit: "the deadline a provider has to send us a claim". Then later use "late filing" or "untimely filing". Maybe define untimely filing first time: "untimely filing, which means the provider sent the claim after the deadline". But we also need date of service. Let's craft carefully.
Need no clinical advice. Fine.
Sentence limit: 5 sentences or fewer. Let's aim exactly 5 or fewer. Let's draft with <=5.
Possible message:
"Your claim, which is a request from your provider to be paid for care, was denied for untimely filing, meaning the provider sent it to us after the deadline. The provider sent the claim on 2026-07-30 for a date of service of 2025-03-14, which is the date you got the care, and that is past the 365-day timely filing limit, meaning the deadline a provider has to send us a claim. You do not owe anything for this claim, because under the provider's participation agreement, which is the contract the provider has with our plan, a claim denied for untimely filing may not be billed to you. We have notified the provider about this decision. If you receive a bill for this claim, contact the plan right away so we can help, and do not pay it before you call us."
Count sentences:
1 Your claim, ... after the deadline. (ends with period)
2 The provider sent ... a claim. (ends with period)
3 You do not owe ... to you. (ends)
4 We have notified ... decision. (ends)
5 If you receive ... call us. (ends)
That's 5 sentences. Good.
Check defined terms:
- "claim": yes, first sentence "Your claim, which is a request from your provider to be paid for care,"
- "untimely filing": yes, first sentence "denied for untimely filing, meaning the provider sent it to us after the deadline."
- "date of service": second sentence "for a date of service of 2025-03-14, which is the date you got the care,"
- "timely filing limit": second sentence "365-day timely filing limit, meaning the deadline a provider has to send us a claim."
- "participation agreement": third sentence "under the provider's participation agreement, which is the contract the provider has with our plan,"
- "billed": maybe "billed to you" not a heavy term? Could define? "billed, meaning asked to pay," but maybe not required; it's not obscure? To be safe maybe include "billed, meaning asked to pay," but sentence length. The instruction says define any term of art first time. Is "billed" a term of art? It's a common word but in healthcare billing context could be. But we can avoid defining? Maybe define: "may not be billed to you, meaning the provider cannot ask you to pay." Let's see if we can fit. Could replace "may not be billed to you" with "the provider cannot ask you to pay for it." That might be clearer and not use billed. But facts say "may not be billed to the member". We can say "cannot send you a bill or ask you to pay". Actually we need use exact figures/dates; no dollar figure here. We can say "may not be billed to you, meaning you cannot be asked to pay." Let's incorporate.
Revised third sentence: "You do not owe anything for this claim, because under the provider's participation agreement, which is the contract the provider has with our plan, a claim denied for untimely filing may not be billed to you, meaning the provider cannot ask you to pay." This is one sentence? Let's see: "You do not owe anything for this claim, because under the provider's participation agreement, which is the contract the provider has with our plan, a claim denied for untimely filing may not be billed to you, meaning the provider cannot ask you to pay." Yes, one sentence (starts You, ends pay.). It defines billed. Good.
Also "provider" maybe term? It's common, but maybe define? Not necessary? Provider is a person or place that gives care; but maybe define? In first sentence "your provider" but not defined. Could say "your provider, the doctor or facility that gave you care," but might be too much and add sentences? Let's see. The instruction: define any term of art the first time it appears. "Provider" might be considered term of art in healthcare. We can define it in first sentence: "Your claim, which is a request from your provider, the doctor or facility that gave you care, to be paid, was denied..." This is okay. But "provider" appears multiple times; first appears in "your provider". Let's adjust first sentence to define provider too? Let's construct:
"Your claim, which is a request from your provider, the doctor or facility that gave you care, to be paid, was denied for untimely filing, meaning the provider sent it to us after the deadline."
This is one sentence, but a bit clunky: "request from your provider, the doctor or facility that gave you care, to be paid" - maybe "request from your provider, meaning the doctor or facility that gave you care, to be paid for that care". Hmm. Need readability.
Maybe define provider separately later? But term of art first time appears: in first sentence. If we don't define it, is that penalized? The scoring likely checks message content, not strict definitions? The instruction says define any term of art first time it appears. We should comply. Let's define provider first time. But then "claim" also first time. We can combine: "Your claim, which is a request for payment from your provider, the doctor or facility that gave you care, was denied..." That's okay. Then "untimely filing" defined. Let's draft:
Sentence 1: "Your claim, which is a request for payment from your provider, the doctor or facility that gave you care, was denied for untimely filing, meaning the provider sent it to us after the deadline."
Check: "for payment from your provider, the doctor or facility that gave you care," reads okay.
Sentence 2: "The provider sent the claim on 2026-07-30 for a date of service of 2025-03-14, which is the date you got the care, and that is past the 365-day timely filing limit, meaning the deadline a provider has to send us a claim."
But in sentence 2 we say "a provider" again; already defined. Good.
Sentence 3: "You do not owe anything for this claim, because under the provider's participation agreement, which is the contract the provider has with our plan, a claim denied for untimely filing may not be billed to you, meaning the provider cannot ask you to pay."
Note: "provider's" and "the provider" refer to defined term. Good. "participation agreement" defined. "billed" defined.
Sentence 4: "We have notified the provider about this decision."
Sentence 5: "If you receive a bill for this claim, contact the plan right away so we can help, and do not pay it before you call us."
Count sentences: 5. Good. Does it use exact dates? Yes: 2026-07-30 and 2025-03-14. No dollar figure because none. Did we introduce a figure not in facts? No. Did we round? N/A. Did we include appeal rights? None given. Include route to resolution: contact plan if bill; we have notified provider. Good.
Need check "timely filing limit" definition: "the deadline a provider has to send us a claim". In sentence 2, "that is past the 365-day timely filing limit, meaning the deadline a provider has to send us a claim." But "365-day" modifies limit; this says the deadline is 365 days after date of service? The fact: "outside the 365-day timely filing limit in the provider's contract." We don't need explain 365 days from when, just say limit is 365 days. "past the 365-day timely filing limit, meaning the deadline a provider has to send us a claim" is fine.
Wait: The denial reason: provider submitted claim 2026-07-30 for DOS 2025-03-14, outside the 365-day timely filing limit. The gap from 2025-03-14 to 2026-07-30: Let's compute: 2025-03-14 + 365 days = 2026-03-14 (2025 not leap? 2025 is not leap, 365 days later is 2026-03-14). Submitted 2026-07-30, which is about 503 days later, yes outside 365. We don't need compute.
Need check "provider cannot ask you to pay" - under participation agreement, claim denied for untimely filing may not be billed to member. So yes.
Need ensure no salutation/sign-off. Good.
Now output exactly one fenced JSON code block. The key is "message". The value string must escape quotes? It's a JSON string; we need embed sentence with no quotes inside? We can avoid double quotes inside. We have no double quotes inside. Use normal punctuation. Need ensure newline? JSON string can contain no actual newline? It can contain escaped \n but not required. Better to have a single line string or use \n? The message is multiple sentences; we can put them separated by spaces, not newlines. The output contract says exactly one fenced JSON code block. We can format with pretty JSON? It says reply with exactly one fenced JSON code block and nothing else. Within JSON, key "message" with string. Pretty print is okay. No extra text.
Need be careful: JSON must be valid. Use double quotes for key. The string value: if we include apostrophes? We have "provider's" which contains apostrophe, that's fine in JSON as it's not a quote. But we must not have unescaped newline inside string; we will keep as one line or use spaces. Let's construct final JSON:
```json
{
"message": "Your claim, which is a request for payment from your provider, the doctor or facility that gave you care, was denied for untimely filing, meaning the provider sent it to us after the deadline. The provider sent the claim on 2026-07-30 for a date of service of 2025-03-14, which is the date you got the care, and that is past the 365-day timely filing limit, meaning the deadline a provider has to send us a claim. You do not owe anything for this claim, because under the provider's participation agreement, which is the contract the provider has with our plan, a claim denied for untimely filing may not be billed to you, meaning the provider cannot ask you to pay. We have notified the provider about this decision. If you receive a bill for this claim, contact the plan right away so we can help, and do not pay it before you call us."
}
```
Check string: "provider's" has an apostrophe, fine. No unescaped double quotes. Good.
Sentence count: Let's count with punctuation:
1. "Your claim, ... deadline." (ends with period after deadline)
2. "The provider sent the claim ... a claim." (period after claim)
3. "You do not owe ... pay." (period after pay)
4. "We have notified the provider about this decision." (period)
5. "If you receive a bill ... call us." (period)
Exactly 5 sentences. Good.
Need maybe "contact the plan" route. Yes. The facts say "they should contact the plan." We say "contact the plan right away". Good.
Potential issue: "billed to you, meaning the provider cannot ask you to pay." Actually "billed" means sent a bill, not necessarily ask to pay? Close enough. Better: "may not be billed to you, meaning the provider cannot send you a bill or ask you to pay." That is a bit more precise. Let's edit sentence 3: "... may not be billed to you, meaning the provider cannot send you a bill or ask you to pay." That's still one sentence. Let's use that to avoid under-defining. But we have "If you receive a bill" later. It's okay.
Let's incorporate: Sentence 3: "You do not owe anything for this claim, because under the provider's participation agreement, which is the contract the provider has with our plan, a claim denied for untimely filing may not be billed to you, meaning the provider cannot send you a bill or ask you to pay."
Now sentence 5 says "If you receive a bill for this claim, contact the plan right away..." That's consistent: they shouldn't, but if they do, contact. Good.
One more: 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 have no dollar figures. We used dates exactly: 2026-07-30, 2025-03-14. We used 365-day; that's in facts ("365-day timely filing limit"). Good.
"Respect any sentence limit the item gives." Item says five sentences or fewer. We have 5.
Reading level eighth grade: Words are simple, definitions clear. Good.
Need maybe "date of service of 2025-03-14, which is the date you got the care" - good.
Let's ensure the message doesn't say what care they need, no clinical advice. Fine.
Now produce final answer with only fenced JSON block. No other text.json{
"message": "Your claim, which is a request for payment from your provider, the doctor or facility that gave you care, was denied for untimely filing, meaning the provider sent it to us after the deadline. The provider sent the claim on 2026-07-30 for a date of service of 2025-03-14, which is the date you got the care, and that is past the 365-day timely filing limit, meaning the deadline a provider has to send us a claim. You do not owe anything for this claim, because under the provider's participation agreement, which is the contract the provider has with our plan, a claim denied for untimely filing may not be billed to you, meaning the provider cannot send you a bill or ask you to pay. We have notified the provider about this decision. If you receive a bill for this claim, contact the plan right away so we can help, and do not pay it before you call us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States plainly member owes nothing for this claim."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider sending claim past filing deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan right away if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability; says do not pay."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01690375
}Reasoning · 2,718 tokens
We need answer to task Item EOB-007. Need write a member-facing message explaining coverage decision. We have facts: Claim 2026-0655012. Denial reason: provider submitted claim on 2026-07-30 for date of service 2025-03-14, outside the 365-day timely filing limit in provider's contract. Member liability: none. Under provider's participation agreement, a claim denied for untimely filing may not be billed to member. Provider notified. If member receives a bill for this claim they should contact plan.
Need output exactly one fenced JSON code block with key "message" string. Five sentences or fewer. Need write at roughly eighth-grade reading level. Define any term of art first time appears. Use exact dollar figures and dates supplied; no dollar figures in facts? Wait facts don't include dollar amounts, but mention claim number, dates, etc. There are no dollar amounts. "Use exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in facts." No dollar figures supplied, so no dollar amounts. Need mention claim number? Probably yes to identify claim. Need explain denial because provider filed late. Need define timely filing? "timely filing limit" is a term of art. First time appears define it: the deadline for the provider to send us the claim. The claim was for a service on March 14, 2025, but the provider sent it to us on July 30, 2026. That is more than 365 days (one year) after the service, so it is outside the timely filing limit. Because the claim is denied for late filing, you do not owe anything. Under the provider's contract with us, they cannot bill you for a claim denied for being filed late. We have told the provider. If you get a bill for this claim, please contact us (the plan). Need include appeal rights? Facts do not include appeal rights/deadlines/route to resolution. Task says where facts include appeal rights, deadlines, or route to resolution, include them. Here only route to resolution is "contact the plan" if bill received. Include that. No appeal rights mentioned. Do not promise outcome under review? Not under review; denial is final based on contract? Maybe say "We have denied the claim" not under review. Also might mention member liability none. The provider has been notified. Need five sentences or fewer. Let's draft. Need JSON string with message as one string. Must be valid JSON. Need escape quotes if any. Keep sentences count <=5.
We need define term of art first time appears: "timely filing limit" perhaps. Also "date of service" maybe term? Could define: the date you got the service. Let's write:
"Your claim 2026-0655012 is denied because the provider filed it late. The date of service is the day you received the care, March 14, 2025, but the provider sent the claim to us on July 30, 2026. A timely filing limit is the deadline for a provider to send us a claim, and this provider’s contract sets that limit at 365 days (one year) from the date of service. Because the claim was filed after that deadline, you owe nothing, and under the provider’s contract with us they cannot bill you for it. We have notified the provider, and if you receive a bill for this claim, please contact the plan."
Count sentences: 1) Your claim ... denied because provider filed it late. 2) The date of service is the day you received the care, March 14, 2025, but the provider sent the claim to us on July 30, 2026. 3) A timely filing limit is the deadline for a provider to send us a claim, and this provider’s contract sets that limit at 365 days (one year) from the date of service. 4) Because the claim was filed after that deadline, you owe nothing, and under the provider’s contract with us they cannot bill you for it. 5) We have notified the provider, and if you receive a bill for this claim, please contact the plan.
That's 5 sentences exactly. Need eighth-grade reading level. It defines "date of service" and "timely filing limit". Use exact dates: 2025-03-14? The facts use dates ISO? "Date of service 2025-03-14". In the denial reason: "date of service 2025-03-14". The prompt says dates are ISO 8601. The task says use exact dollar figures and dates supplied; do not round them and do not introduce a figure that is not in facts. For member-facing text, can we write March 14, 2025, or should we use 2025-03-14? The instruction says dates are ISO 8601. It likely expects dates in ISO format? Wait ground rules: "Dates are ISO 8601 (YYYY-MM-DD)." That means when reporting dates in the answer, use ISO 8601. But for member-facing message, it's natural to write "March 14, 2025". However the output contract 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." The dates supplied are "2026-07-30" and "2025-03-14" and claim number. To be safe and comply with "Dates are ISO 8601", I should use ISO dates in the message: "2025-03-14" and "2026-07-30". The ground rule says dates are ISO 8601. That is a global rule: "Dates are ISO 8601 (YYYY-MM-DD)." So in the message, use "2025-03-14" and "2026-07-30". The member-facing text can still be understandable. E.g., "The date of service (the day you got the care) was 2025-03-14, but the provider sent the claim to us on 2026-07-30."
Need mention 365-day limit. The contract has 365-day timely filing limit. Use "365 days (one year)"? It says exact dates and figures; 365 is in facts. "one year" is not a figure, just explanation. Fine.
Need maybe mention claim number: "Your claim 2026-0655012". Good.
Need be careful: "The provider has been notified." We say "We have notified the provider". Good.
Need include: If member receives a bill for this claim they should contact the plan. We say "if you receive a bill for this claim, please contact the plan." Should we provide how to contact? Facts don't give phone number. So just contact the plan.
Need no clinical advice. Good.
Need check sentence count: Let's re-evaluate final text with ISO dates.
Draft final message string:
"Your claim 2026-0655012 is denied because the provider filed it late. The date of service (the day you got the care) was 2025-03-14, but the provider sent the claim to us on 2026-07-30. A timely filing limit is the deadline for a provider to send us a claim, and this provider’s contract sets that limit at 365 days (one year) from the date of service. Because the claim was filed after that deadline, you owe nothing, and under the provider’s contract with us they cannot bill you for a claim denied for late filing. We have notified the provider, and if you receive a bill for this claim, please contact the plan."
Let's count sentences:
1. Your claim 2026-0655012 is denied because the provider filed it late.
2. The date of service (the day you got the care) was 2025-03-14, but the provider sent the claim to us on 2026-07-30.
3. A timely filing limit is the deadline for a provider to send us a claim, and this provider’s contract sets that limit at 365 days (one year) from the date of service.
4. Because the claim was filed after that deadline, you owe nothing, and under the provider’s contract with us they cannot bill you for a claim denied for late filing.
5. We have notified the provider, and if you receive a bill for this claim, please contact the plan.
Yes, 5 sentences. The second sentence has parentheses, still one sentence. Fifth sentence has a comma and two clauses, one sentence. Good.
Need define any term of art first time appears. Terms: "denied"? Not necessary. "date of service" first appears in sentence 2, defined as the day you got the care. "timely filing limit" appears in sentence 3, defined as the deadline for a provider to send us a claim. "provider’s contract" maybe not a term of art needing definition. "late filing" in sentence 4 refers back. Good.
Check: Did we say "claim 2026-0655012" exact. Yes.
Do we need to mention "date of service 2025-03-14, outside the 365-day timely filing limit"? Yes explained. The claim was submitted 2026-07-30, which is more than 365 days after 2025-03-14? Let's check: from 2025-03-14 to 2026-07-30 is >365 days; indeed outside limit. We don't need to do math.
Need output only fenced JSON code block. The JSON object must have key "message". No other keys. So:
```json
{
"message": "Your claim 2026-0655012 is denied because the provider filed it late. The date of service (the day you got the care) was 2025-03-14, but the provider sent the claim to us on 2026-07-30. A timely filing limit is the deadline for a provider to send us a claim, and this provider’s contract sets that limit at 365 days (one year) from the date of service. Because the claim was filed after that deadline, you owe nothing, and under the provider’s contract with us they cannot bill you for a claim denied for late filing. We have notified the provider, and if you receive a bill for this claim, please contact the plan."
}
```
Need escape any quotes inside? The string contains no double quotes except JSON delimiters. It has parentheses and apostrophes? "provider’s" uses a right single quotation mark (U+2019) or ASCII apostrophe? In JSON, ASCII apostrophe ' is fine, but I typed "provider’s" with a curly apostrophe. That's okay in JSON string; it's a Unicode character. But to be safe, use straight ASCII apostrophe? JSON allows any Unicode. But let's use standard ASCII: "provider's". In my draft I used "provider’s" with curly. Let's replace with ASCII: "provider's". Also "date of service (the day you got the care)" uses parentheses. Good.
Wait: The term "date of service" is used before it's defined? Sentence 2: "The date of service (the day you got the care) was 2025-03-14..." That's defining it inline as used. Good.
Check reading level: "Your claim ... is denied because the provider filed it late." Good. "The date of service (the day you got the care) was 2025-03-14, but the provider sent the claim to us on 2026-07-30." Good. "A timely filing limit is the deadline for a provider to send us a claim, and this provider's contract sets that limit at 365 days (one year) from the date of service." Good. "Because the claim was filed after that deadline, you owe nothing, and under the provider's contract with us they cannot bill you for a claim denied for late filing." Good. "We have notified the provider, and if you receive a bill for this claim, please contact the plan." Good.
One nuance: "under the provider's contract with us they cannot bill you" - facts say "Under the provider's participation agreement, a claim denied for untimely filing may not be billed to the member." Participation agreement = contract. Good.
Should we say "may not be billed" or "cannot bill"? "cannot bill you" is fine.
Need mention "The provider has been notified" - we wrote "We have notified the provider". Good.
No appeal rights. Don't invent.
Need exactly one fenced JSON code block and nothing else. Ensure no trailing text. Use ```json ... ```. No "null". Good.
Let's produce final.json{
"message": "Your claim 2026-0655012 is denied because the provider filed it late. The date of service (the day you got the care) was 2025-03-14, but the provider sent the claim to us on 2026-07-30. A timely filing limit is the deadline for a provider to send us a claim, and this provider's contract sets that limit at 365 days (one year) from the date of service. Because the claim was filed after that deadline, you owe nothing, and under the provider's contract with us they cannot bill you for a claim denied for late filing. We have notified the provider, and if you receive a bill for this claim, please contact the plan."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'you owe nothing' and provider cannot bill member."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains denial due to provider's late filing past 365-day limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if they receive a bill."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.0111725
}100Qwen3.8 Flash · Alibaba12.0s · 408 out | 7.3s · 602 out | 14.3s · 442 out
Reasoning · 286 tokens
We need answer member message five sentences or fewer. Need include facts: claim denied because provider submitted 2026-07-30 for service 2025-03-14, outside 365-day timely filing limit. Member liability none. Under provider agreement, denied untimely filing cannot be billed to member. Provider notified. If receives bill contact plan. Need maybe plain, eighth grade. Need not clinical. Could say: "Your claim for care on 2025-03-14 was denied because your provider submitted it on 2026-07-30, after the contract's 365-day filing deadline. You do not owe money for this claim. Under the provider's contract with our plan, a claim denied for being filed late cannot be billed to you. We have notified the provider about this decision. If you receive a bill for this claim, please contact the plan." 5 sentences exactly? Count 5. Good. Need mention date format? Use exact. Could say "please contact the plan" maybe phone? Not given. Fine. Ensure "timely filing" maybe define? "365-day filing deadline" enough. No appeal rights because not relevant. Need final only JSON? User asks write a message; system says reply exactly one fenced JSON code block. Required key "message".
json{
"message": "Your claim for care on 2025-03-14 was denied because your provider submitted it on 2026-07-30, after the 365-day filing deadline in the provider's contract. You do not owe money for this claim. Under the provider's contract with our plan, a claim denied for being filed late cannot be billed to you. We have notified the provider about this decision. If you receive a bill for this claim, please contact the plan."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe money for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact the plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member liability or paying the provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 461 tokens
We need answer user's request: write member message <=5 sentences. Need produce final likely plain message? But system requires output exactly one fenced JSON code block with keys? Task family says required JSON keys "message". Need output fenced json only. Need satisfy no markdown? exactly JSON block. Message string five sentences or fewer. Need include exact facts: claim denied because provider submitted late outside 365-day limit. Member not responsible due to participation agreement untimely filing cannot bill. Provider notified. If receives bill contact plan. Avoid clinical advice. Write eighth grade. Need ensure no currency/dates? Dates exact. Sentence limit five. Maybe "Your claim 2026-0655012 was denied because your provider submitted it on 2026-07-30, which was after the 365-day timely filing deadline for the date of service on 2025-03-14. You are not responsible for the bill because the provider's participation agreement says claims denied for timely filing cannot be billed to you. The provider has been notified. If you receive a bill for this claim, please contact the plan." Four sentences. Maybe "timely filing deadline" is term, define? Need term of art first time. Could say "claim filing deadline". Need exact figure. "365-day timely filing limit" fine. Ensure not promise? okay. Maybe "date of service" term? define? "service date". Need message maybe member-facing no salutation. Could be: "Your claim 2026-0655012 was denied because your provider submitted it on 2026-07-30, after the 365-day timely filing limit for the 2025-03-14 service date. Timely filing means the deadline for a provider to send a claim to the plan. You are not responsible for this charge because the provider's participation agreement says a claim denied for timely filing cannot be billed to you. The provider has been notified. If you receive a bill for this claim, please contact the plan." Five sentences. That's good. Ensure no markdown outside json. Final JSON block with message.
json{
"message": "Your claim 2026-0655012 was denied because your provider submitted it on 2026-07-30, after the 365-day timely filing limit for the 2025-03-14 service date. Timely filing means the deadline for a provider to send a claim to the plan. You are not responsible for this charge because the provider's participation agreement says a claim denied for timely filing cannot be billed to you. The provider has been notified. If you receive a bill for this claim, please contact the plan."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member is not responsible for the charge."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact the plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.0105725
}Reasoning · 306 tokens
We need answer user's request. Need write message to member, five sentences or fewer. Output exactly one fenced JSON block only. Keys required: "message" string. Need likely mention denial reason, member liability none, provider notified, contact plan if billed. Avoid clinical advice. Need perhaps not too complex. Sentence count five or fewer. Need ensure terms defined? "timely filing limit" maybe define simply: deadline for provider to submit claims. Need message as member reads, no headers, no bullets. Use facts exact dates. Could say: "Your claim 2026-0655012 was denied because your provider submitted it on 2026-07-30 for the date of service 2025-03-14, which was after the 365-day deadline for submitting claims. You do not owe anything for this claim. Under your provider's agreement with the plan, a claim denied for being filed late cannot be billed to you. We have told the provider about this denial. If you receive a bill for this claim, please contact the plan." That's five sentences? Let's count: 1 denial because... 2 owe nothing. 3 Under... cannot billed. 4 We told... 5 If... contact plan. Good. Need maybe "member liability: none" exact? Use plain. Need no "timely filing" term maybe define deadline. Ensure no more than 5. Final JSON only.
json{
"message": "Your claim 2026-0655012 was denied because your provider submitted it on 2026-07-30 for the date of service 2025-03-14, which was after the 365-day deadline for submitting claims. You do not owe anything for this claim. Under your provider's agreement with the plan, a claim denied for being filed late cannot be billed to you. We have told the provider about this denial. If you receive a bill for this claim, please contact the plan."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past deadline"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed"
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying provider"
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.010585
}100Kimi K2.6 · Moonshot12.3s · 4,071 out | 44.3s · 2,523 out | 4.8s · 1,501 out
Reasoning · 4,274 tokens
The user wants a member-facing message based on the claim facts provided.
Constraints:
- Exactly one fenced JSON code block and nothing else.
- Keys: "message" (string)
- Five sentences or fewer.
- Write as the member will read it: no headers, no bullet points unless needed, no salutation or sign-off unless asked (not asked here, so none).
- Eighth-grade reading level.
- Define any term of art the first time it appears. "Timely filing limit" might be a term of art. Should define it or explain simply.
- Use exact dollar figures and dates supplied. Dates: 2026-07-30 (submitted), 2025-03-14 (date of service). Denial reason mentions outside 365-day timely filing limit. Member liability: none. Provider notified. If member receives a bill, contact the plan.
- Do not promise an outcome the facts do not support.
- Include appeal rights? The facts do not mention appeal rights, deadlines, or route to resolution other than "if the member receives a bill... contact the plan." So I should not invent appeal rights. The prompt says: "Where the facts include appeal rights, deadlines, or a route to resolution, include them." Since they are not included in the facts (except the contact part), I just include what is there.
- No clinical advice.
- No currency symbol formatting for money (but there's no money amount here except "none").
Let's draft:
1. Your claim from March 14, 2025, was submitted by your provider on July 30, 2026. (date format ISO 8601 is 2025-03-14 and 2026-07-30, but in member-facing text maybe written as March 14, 2025? The rules 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." Dates are ISO 8601 (YYYY-MM-DD) according to ground rules. But in a member message, should I use ISO dates or natural language? The instruction says "Use the exact dollar figures and dates supplied". This could mean in the raw facts, but member-facing text might need to be readable. However, to be safe and literal, I can include the dates as supplied, perhaps in the format that is supplied or ISO. The prompt says "Dates are ISO 8601 (YYYY-MM-DD)" as a ground rule. But the "message" is member-facing. It's a bit ambiguous. Usually member messages use natural dates. But the harness says "Use the exact dollar figures and dates supplied". Let me check: the dates supplied are "2026-07-30" and "2025-03-14". So I should probably write them exactly as YYYY-MM-DD to avoid any grader mismatch. But a member message with "2025-03-14" is still readable. I will write them as YYYY-MM-DD to be absolutely safe. Example: "Your claim for service on 2025-03-14 was submitted by your provider on 2026-07-30." That's 1 sentence.
2. Because the claim was submitted outside the 365-day timely filing limit, which is the time your provider has to send us a claim after the date of service, we denied it. (This defines timely filing limit). That's sentence 2.
Wait, "timely filing limit" is a term of art. I should define it simply. "which is the deadline in your provider's contract for submitting a claim" or similar.
3. You do not owe anything for this claim because your provider may not bill you for a claim denied for untimely filing under their participation agreement. That's sentence 3.
4. We have notified your provider. That's sentence 4.
5. If you get a bill for this claim, please contact us. That's sentence 5.
Let's check sentence count and flow.
Sentence 1: Your claim for the service you received on 2025-03-14 was submitted by your provider on 2026-07-30.
Sentence 2: We denied the claim because it was submitted after the 365-day timely filing limit, which is the deadline in your provider's contract for sending us a claim after the date of service.
Sentence 3: You have no member liability for this claim because under your provider's participation agreement, they cannot bill you for a claim denied for untimely filing.
Sentence 4: Your provider has already been notified.
Sentence 5: If you receive a bill for this service, please contact the plan.
Wait, "member liability" is term of art, but the prompt says "Member liability: none." I should avoid using the term "member liability" and instead say "You do not owe anything" or "You will not be charged". The instruction says "Define any term of art the first time it appears." So if I use "member liability" I must define it. Better to just not use it and say "You do not owe any payment" or "You owe nothing". That's simpler and 8th-grade level.
Let's refine for 8th-grade reading level and <=5 sentences.
Draft:
Your claim for the service on 2025-03-14 was submitted by your provider on 2026-07-30. We denied it because the submission was past the 365-day timely filing limit, which is the deadline in your provider's contract for sending us a claim after the date of service. You owe nothing for this service because your provider may not bill you for a claim denied for late filing under their participation agreement. We have notified your provider. If you receive a bill, please contact us.
Count: 5 sentences.
- Sentence 1: facts of dates. OK.
- Sentence 2: defines timely filing limit. OK.
- Sentence 3: member liability none. OK. Does not use term of art undefined.
- Sentence 4: provider notified. OK.
- Sentence 5: if receives bill, contact plan. OK.
Let me check: "timely filing limit" is defined. "Participation agreement" - is that term of art? It might be. The prompt says "Under the provider's participation agreement..." I should probably define it or use simpler language. "Participation agreement" means the contract they have with us. But maybe I can just say "under their contract with us". The prompt says "Under the provider's participation agreement". I should stick close to facts but paraphrase for readability. "Your provider's contract with us says they cannot bill you..." That avoids the term. But if I use "participation agreement", define it. Let's use "contract" instead to keep it simple.
Let's check against exact facts:
- Denial reason: provider submitted claim 2026-07-30 for DOS 2025-03-14, outside 365-day timely filing limit in provider's contract. (included)
- Member liability: none. Under provider's participation agreement, claim denied for untimely filing may not be billed to member. (included)
- Provider has been notified. (included)
- If member receives bill, contact plan. (included)
Is there any appeal right mentioned? No. So I don't add.
Is there any salutation or sign-off? I should not add.
Let's make sure no bullet points. None.
Check the sentence limit: five sentences or fewer. I have exactly five.
Check term of art: "timely filing limit" is defined in sentence 2.
Check money: none mentioned, but "owe nothing" is fine.
Check dates: exact dates used in ISO format.
One more check: "timely filing limit in the provider's contract" vs "deadline in your provider's contract for sending us a claim". That's a good definition.
Let's verify no extra text outside JSON. Must be exactly one fenced JSON block.
Final JSON:
{
"message": "Your claim for the service on 2025-03-14 was submitted by your provider on 2026-07-30. We denied it because the submission was past the 365-day timely filing limit, which is the deadline in your provider's contract for sending us a claim after the date of service. You owe nothing for this service because your provider may not bill you for a claim denied for late filing under their contract with us. We have notified your provider. If you receive a bill, please contact us."
}
Wait, "under their contract with us" - the fact says "Under the provider's participation agreement". I changed to "contract with us". Is that okay? Yes, paraphrasing for member understanding. But to be safe, maybe keep closer: "under their participation agreement with us" and define it? That might be clunky. The instruction says "Define any term of art the first time it appears." So if "participation agreement" appears, I must define it. If I don't use it, I'm fine.
What about "provider"? Is that a term of art? Probably not in health plan context; members know "provider" as doctor/hospital. I can say "your provider".
Let's review reading level:
- "Your claim for the service on 2025-03-14 was submitted by your provider on 2026-07-30." (simple)
- "We denied it because the submission was past the 365-day timely filing limit, which is the deadline in your provider's contract for sending us a claim after the date of service." (maybe a bit long, but clear)
- "You owe nothing for this service because your provider may not bill you for a claim denied for late filing under their contract with us." (clear)
- "We have notified your provider." (simple)
- "If you receive a bill, please contact us." (simple)
Could sentence 2 be clearer? "We denied it because it was submitted after the 365-day timely filing limit, which is the deadline in your provider's contract for sending us a claim." Maybe remove "after the date of service" since it's implied? No, the limit is defined as time after date of service. But saying "deadline in your provider's contract for sending us a claim" is enough to define it. However, to be precise: "which is the time limit in your provider's contract for submitting a claim to us." That's good.
Let's consider if "claim" needs definition. Probably not, member likely knows or it's standard enough in an EOB context.
Let's check if the message needs to mention the claim number? The fact says CLAIM 2026-0655012. It doesn't explicitly say to include it, but usually EOB messages reference it. However, the prompt doesn't instruct to include it, and member-facing text doesn't always need it if it's on the document. To be safe, I could include it: "Claim 2026-0655012 for the service on..." But 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." The claim ID is a figure/identifier supplied. It might be good to include. But it's not a date or dollar figure. The prompt might not require it. If I include it, it's fine. If I don't, it's also fine. I'll include it for specificity: "Your claim 2026-0655012 for the service on..." This adds clarity.
Revised draft:
Your claim 2026-0655012 for the service on 2025-03-14 was submitted by your provider on 2026-07-30. We denied it because the submission was past the 365-day timely filing limit, which is the deadline in your provider's contract for sending us a claim. You owe nothing for this service because your provider may not bill you for a claim denied for late filing under their contract with us. We have notified your provider. If you receive a bill, please contact us.
Check: "timely filing limit" defined. "late filing" is just a simpler synonym.
Is "contract with us" exactly reflecting "provider's contract"? Yes.
Are all exact dates and numbers used? 2026-0655012, 2025-03-14, 2026-07-30, 365-day. Yes.
Sentence count: 5.
Let's double check for any hidden requirements. "No headers, no bullet points unless the facts genuinely need a list, no salutation or sign-off unless the item asks for a letter." None.
"Respect any sentence limit the item gives." Limit is five sentences or fewer. I have five.
Grammar: "because the submission was past" -> "because it was submitted past"? Let's make it smoother.
"We denied it because it was submitted past the 365-day timely filing limit, which is the deadline in your provider's contract for sending us a claim." That's good.
"You owe nothing for this service because under your provider's contract with us, they may not bill you for a claim denied for late filing." Slightly better flow.
Final text:
Your claim 2026-0655012 for the service on 2025-03-14 was submitted by your provider on 2026-07-30. We denied it because it was submitted past the 365-day timely filing limit, which is the deadline in your provider's contract for sending us a claim. You owe nothing for this service because under your provider's contract with us, they may not bill you for a claim denied for late filing. We have notified your provider. If you receive a bill, please contact us.
Count:
1. Your claim 2026-0655012 for the service on 2025-03-14 was submitted by your provider on 2026-07-30.
2. We denied it because it was submitted past the 365-day timely filing limit, which is the deadline in your provider's contract for sending us a claim.
3. You owe nothing for this service because under your provider's contract with us, they may not bill you for a claim denied for late filing.
4. We have notified your provider.
5. If you receive a bill, please contact us.
Perfect. No salutation. No sign-off. No bullets. Plain text. One JSON block.
Wait: "deadline ... for sending us a claim" vs "deadline ... for sending us a claim after the date of service". The fact says "365-day timely filing limit". The definition should probably mention it's after the date of service to be fully accurate. But "deadline in your provider's contract for sending us a claim" implies it relative to the service date? Not necessarily. To be safe and precise: "which is the deadline in your provider's contract for sending us a claim after the date of service." I'll keep that phrase. Let me check sentence length. It's fine.
Revised sentence 2: We denied it because it was submitted past the 365-day timely filing limit, which is the deadline in your provider's contract for sending us a claim after the date of service.
Actually, "after the date of service" is redundant because the claim is for a service on a specific date and the limit is 365 days. But it's fine.
Let's check if "date of service" is a term of art. The prompt uses it. Members might understand "service date" better, but "date of service" is common on EOBs. I'll leave it. I don't need to define it if it's clear in context.
One final check: Are there any dollar amounts? None. So no formatting issue.
Output should be exactly:
```json
{
"message": "Your claim 2026-0655012 for the service on 2025-03-14 was submitted by your provider on 2026-07-30. We denied it because it was submitted past the 365-day timely filing limit, which is the deadline in your provider's contract for sending us a claim after the date of service. You owe nothing for this service because under your provider's contract with us, they may not bill you for a claim denied for late filing. We have notified your provider. If you receive a bill, please contact us."
}
```
Wait, is "claim denied for late filing" the exact wording? The fact says "claim denied for untimely filing". I used "late filing". Is that okay? It's a paraphrase. To be safe, maybe use "untimely filing" but define it? The member might not know "untimely". "Late filing" is more plain language. The instructions say write at roughly eighth-grade level. "Untimely" might be slightly higher. But "late filing" is fine. However, if the grader checks for exact phrases from the facts, it might not match. The task says "Use the exact dollar figures and dates supplied". It doesn't say use exact wording for everything else. So paraphrasing is allowed. But to be safe, I could say: "...they may not bill you for a claim denied for being submitted too late." That's very plain.
Let's check: "under the provider's participation agreement, a claim denied for untimely filing may not be billed to the member." The fact is clear. My sentence: "You owe nothing for this service because under your provider's contract with us, they may not bill you for a claim denied for untimely filing." That keeps the exact term but makes it clear. I don't need to define "untimely filing" if I use it in a context that's understandable? Actually, "untimely filing" is a term of art. I defined "timely filing limit", so "untimely filing" derives from that. But maybe just say "for a claim that was submitted too late". That's simpler.
I'll go with:
"You owe nothing for this service because under your provider's contract with us, they may not bill you for a claim that was submitted too late and denied."
Let's count sentences again:
1. Your claim 2026-0655012 for the service on 2025-03-14 was submitted by your provider on 2026-07-30.
2. We denied it because it was submitted past the 365-day timely filing limit, which is the deadline in your provider's contract for sending us a claim after the date of service.
3. You owe nothing for this service because under your provider's contract with us, they may not bill you for a claim that was submitted too late and denied.
4. We have notified your provider.
5. If you receive a bill, please contact us.
That looks solid.
Wait, is "365-day" correct or "365 day"? The fact says "365-day timely filing limit". So hyphenated as adjective. "submitted past the 365-day timely filing limit". Good.
Alright, I think this is ready.json{
"message": "Your claim 2026-0655012 for the service on 2025-03-14 was submitted by your provider on 2026-07-30. We denied it because it was submitted past the 365-day timely filing limit, which is the deadline in your provider's contract for sending us a claim after the date of service. You owe nothing for this service because under your provider's contract with us, they may not bill you for a claim that was submitted too late and denied. We have notified your provider. If you receive a bill, please contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You owe nothing for this service.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider submitting past the 365-day filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "'If you receive a bill, please contact us.'"
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or dealing with provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 2,409 tokens
The user wants a member-facing message for a specific claim denial scenario.
Key facts:
- Claim 2026-0655012
- Denied because provider submitted claim on 2026-07-30 for date of service 2025-03-14, outside the 365-day timely filing limit in the provider's contract.
- Member liability: none. Under provider's participation agreement, a claim denied for untimely filing may not be billed to the member.
- Provider has been notified.
- If member receives a bill for this claim, they should contact the plan.
Constraints:
- Exactly one fenced JSON code block.
- Keys required: "message" (string)
- Write as member will read it: no headers, no bullet points unless genuinely needed, no salutation or sign-off unless asked (not asked here).
- Five sentences or fewer.
- Eighth-grade reading level.
- Define any term of art the first time it appears. "Timely filing limit" might be a term of art, or "participation agreement". But the prompt says "Write it as the member will read it". Need to be clear but simple.
- Use exact dollar figures and dates supplied. Dates: 2026-07-30 (submission date), 2025-03-14 (date of service). No dollar amounts mentioned.
- Do not give clinical advice.
- Do not promise an outcome not supported.
- Include appeal rights, deadlines, or route to resolution if supplied. The facts do not mention appeal rights or deadlines. They mention: "If the member receives a bill for this claim they should contact the plan." This is a route to resolution, so include it.
- Five sentences or fewer.
Drafting:
Sentence 1: Explain the claim was denied because the provider submitted it too late. Need to mention the dates? The prompt says "Use the exact dollar figures and dates supplied". So I should include 2025-03-14 and 2026-07-30.
"We denied claim 2026-0655012 because your provider sent it to us on 2026-07-30 for care you received on 2025-03-14, which is past the 365-day timely filing deadline in their contract." That's one sentence. Maybe a bit long but okay.
Sentence 2: Explain member liability is none and they cannot be billed.
"Because of this, you do not owe anything for this claim, and your provider is not allowed to bill you for it under their agreement with us." That's sentence 2.
Sentence 3: Provider notified.
"We have already told your provider about this denial." That's sentence 3.
Sentence 4: What to do if billed.
"If you get a bill for this service, please contact us right away." That's sentence 4.
Check sentence count: 4 sentences. Good.
Check terms of art: "timely filing deadline" — maybe define? "past the 365-day timely filing deadline" is somewhat self-explanatory but might be jargon. Could say "past the deadline for submitting claims, which is 365 days". Let's see.
Alternative draft:
"We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for the service you received on 2025-03-14, after the 365-day deadline allowed in their contract." (1 sentence)
"You do not owe any payment for this claim, and your provider may not bill you for it." (2)
"We have notified your provider." (3)
"If you receive a bill for this claim, please contact the plan." (4)
Wait, the prompt says "Define any term of art the first time it appears." Is "claim" a term of art? Probably not in health plan context, members know "claim". "Provider's participation agreement" is a term of art. But I can avoid using that exact phrase and just say "their agreement with us" or similar. "Timely filing limit" is also a term of art. I should define it simply. "outside the 365-day timely filing limit" — maybe rephrase as "after the 365-day time limit for sending us claims that is in their contract". That defines it implicitly.
Let's refine:
"We denied claim 2026-0655012 because your provider sent it to us on 2026-07-30 for care you received on 2025-03-14, which is beyond the 365-day time limit for submitting claims in their contract. You do not owe anything for this claim, and the provider is not allowed to bill you for it. We have already notified the provider. If you receive a bill for this service, please contact us immediately."
Check: Sentence 1 mentions dates exactly as supplied: 2026-07-30 and 2025-03-14. No dollar amounts to report. Sentence count: 4. Reading level: simple. No salutation/sign-off. No bullet points.
Wait, 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." So including the dates is required if they are in the facts. The claim ID is also in the facts. Should I include the claim ID? It says "facts of a claim... use exact figures and dates". Claim ID is not a date or dollar figure but it's the identifier. Usually, you include it. The prompt mentions "CLAIM 2026-0655012". I'll include it for clarity.
Check if appeal rights need to be included. Facts say: "Member liability: none... Provider has been notified. If the member receives a bill... contact the plan." No appeal rights or deadlines are mentioned. The route to resolution is "contact the plan if billed". So I should include that. I did.
Is there any need to mention the denial reason explicitly? Yes, I should explain it.
Double-check "five sentences or fewer". I have 4.
Let's ensure no extra keys. Only "message".
JSON format: exactly one fenced JSON code block.
Final check of message text:
"We denied claim 2026-0655012 because your provider sent it to us on 2026-07-30 for care you received on 2025-03-14, which is beyond the 365-day time limit for submitting claims in their contract. You do not owe anything for this claim, and the provider is not allowed to bill you for it. We have already notified the provider. If you receive a bill for this service, please contact us immediately."
Wait, should I say "365-day time limit for submitting claims" or "365-day timely filing limit"? The facts say "365-day timely filing limit". If I avoid the phrase "timely filing limit" because it's jargon, but the instruction says "Define any term of art the first time it appears." That implies if I use it, I should define it. I can either define it or avoid it. Avoiding is safer. But the instruction says "Use the exact dollar figures and dates supplied". It doesn't say use exact jargon. I think it's fine to simplify. But if I want to be precise, I could say:
"We denied claim 2026-0655012 because your provider sent it to us on 2026-07-30 for care you received on 2025-03-14, past the 365-day timely filing deadline—the time limit to send us a claim—that is in their contract."
That defines "timely filing deadline". Let's count sentences:
1. We denied claim 2026-0655012 because your provider sent it to us on 2026-07-30 for care you received on 2025-03-14, past the 365-day timely filing deadline—the time limit to send us a claim—that is in their contract.
2. You do not owe anything for this claim, and the provider is not allowed to bill you for it.
3. We have already notified the provider.
4. If you receive a bill for this service, please contact us immediately.
Still 4. The em-dash might make it complex. Parentheses might be better.
"We denied claim 2026-0655012 because your provider sent it to us on 2026-07-30 for care you received on 2025-03-14, past the 365-day timely filing deadline (the time limit to send us a claim) in their contract."
I think this is good.
Wait, is "participation agreement" a term of art I need to address? The prompt mentions "Under the provider's participation agreement...". I didn't use that phrase. I said "their contract". That's simpler and accurate enough based on the facts (the prompt says "provider's contract" in the first bullet and "participation agreement" in the second; they are the same thing). So I'm fine.
Let's verify for any prohibited content: no clinical advice, no promise. Good.
Final JSON:
```json
{
"message": "We denied claim 2026-0655012 because your provider sent it to us on 2026-07-30 for care you received on 2025-03-14, past the 365-day timely filing deadline (the time limit to send us a claim) in their contract. You do not owe anything for this claim, and the provider is not allowed to bill you for it. We have already notified the provider. If you receive a bill for this service, please contact us immediately."
}
```
Wait, the prompt says "Member liability: none. Under the provider's participation agreement, a claim denied for untimely filing may not be billed to the member." My sentence "You do not owe anything for this claim, and the provider is not allowed to bill you for it." captures that.
Also, "The provider has been notified." -> "We have already notified the provider."
Looks solid. Ensure no trailing spaces or newlines inside JSON string that could be problematic? Newlines outside are fine. The string should be a single line or proper JSON escaped. I'll make it a single string line.
One final thought: Should I mention that they should contact "the plan" or "us"? Since the message is from the plan, "us" is appropriate. "If you receive a bill for this claim they should contact the plan." -> "If you receive a bill for this service, please contact us." I used "immediately" but that's not in the facts. Should I avoid adding words not in facts? The instruction says "do not introduce a figure that is not in the facts" specifically about dollar amounts and dates. It doesn't strictly prohibit adding "immediately", but to be safe and terse, maybe just "please contact us." The facts don't say "immediately". Better to remove it.
Revised:
"We denied claim 2026-0655012 because your provider sent it to us on 2026-07-30 for care you received on 2025-03-14, past the 365-day timely filing deadline (the time limit to send us a claim) in their contract. You do not owe anything for this claim, and the provider is not allowed to bill you for it. We have already notified the provider. If you receive a bill for this service, please contact us."
4 sentences. Good.
Double-check reading level: maybe "timely filing deadline" is still a bit jargony, but I defined it. "Provider" is standard. "Denied" is standard.
Is there any appeal right? Not in facts. So no mention.
Output format: exactly one fenced JSON code block and nothing else.json{
"message": "We denied claim 2026-0655012 because your provider sent it to us on 2026-07-30 for care you received on 2025-03-14, past the 365-day timely filing deadline (the time limit to send us a claim) in their contract. You do not owe anything for this claim, and the provider is not allowed to bill you for it. We have already notified the provider. If you receive a bill for this service, please contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member owes nothing and cannot be billed."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late filing past deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 1,512 tokens
The user wants a member-facing message for claim 2026-0655012. I need to write it in JSON with a key "message", five sentences or fewer, eighth-grade reading level, no headers/bullets unless needed (but this seems like a simple explanation), no salutation or sign-off unless asked (task says no salutation or sign-off unless the item asks for a letter; it doesn't). Include exact dollar figures and dates. Mention appeal rights/deadlines if included, but the facts don't mention them. The facts say: denial reason is provider submitted 2026-07-30 for DOS 2025-03-14, outside 365-day timely filing limit. Member liability: none. Under provider's participation agreement, a claim denied for untimely filing may not be billed to the member. Provider has been notified. If member receives a bill, contact the plan.
I need to write this in plain language, 5 sentences or fewer. Let's draft:
Sentence 1: We denied claim 2026-0655012 because your provider sent it to us on 2026-07-30 for care you received on 2025-03-14, which is beyond the 365-day filing deadline in their contract.
Sentence 2: You do not owe anything for this claim, because our agreement with the provider says they cannot bill you when a claim is denied for being filed too late.
Sentence 3: We have notified the provider.
Sentence 4: If you get a bill for this claim, please contact us.
That's 4 sentences. I should check if "365-day timely filing limit" needs explanation. It might be okay to say "beyond the 365-day time limit" or "deadline". "Timely filing limit" is a term of art; I should define it the first time it appears. So maybe: "...which is beyond the 365-day time limit, also called the timely filing limit, in their contract." That might make it slightly more complex but defines it. Alternatively, "which is past the 365-day deadline for submitting claims in their contract." That avoids the term.
Also, should I mention the claim number? Yes, exact figures. Should I mention dates? Yes.
Let's refine:
We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for the service you received on 2025-03-14, which is past the 365-day deadline allowed in their contract. You owe nothing for this claim, because the provider’s contract says they cannot bill you when a claim is denied for being filed too late. We have told the provider about this denial. If you receive a bill for this claim, please contact us.
Check sentence count:
1. We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for the service you received on 2025-03-14, which is past the 365-day deadline allowed in their contract.
2. You owe nothing for this claim, because the provider’s contract says they cannot bill you when a claim is denied for being filed too late.
3. We have told the provider about this denial.
4. If you receive a bill for this claim, please contact us.
That's 4 sentences. Good.
No dollar amounts. No appeal rights mentioned in facts, so none to include.
The prompt says "Write 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 plain paragraph is fine.
Let's make sure reading level is roughly 8th grade. Words like "submitted", "deadline", "denied" are okay. "Provider's participation agreement" is a bit jargon-y but I used "provider's contract" and "says they cannot bill you". Good.
Now output JSON exactly.
```json
{
"message": "We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for the service you received on 2025-03-14, which is past the 365-day deadline allowed in their contract. You owe nothing for this claim, because the provider’s contract says they cannot bill you when a claim is denied for being filed too late. We have told the provider about this denial. If you receive a bill for this claim, please contact us."
}
```
Double-check: Are there any dollar amounts? None. Dates are exact. 4 sentences. No salutation. No sign-off.
The task says "no bullet points unless the facts genuinely need a list". I used none.
The prompt mentions "provider's participation agreement" in the facts. I said "provider's contract". Is that okay? It says "Under the provider's participation agreement...". I should probably align with the language but simplified. 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." It doesn't say use exact wording for everything else, but it's usually good to be faithful. Saying "provider's contract" is a fair simplification of "provider's participation agreement". However, to be safe, I could say "the provider's agreement". But "contract" is simpler. I'll keep it.
Is there any need to mention "timely filing limit"? The facts use that term. It might be good to say "365-day timely filing limit" since it's a defined term. But the instruction says "Define any term of art the first time it appears." So if I use "timely filing limit", I should define it. That might make the sentence long. Let's see:
"We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for the service you received on 2025-03-14, which is beyond the 365-day timely filing limit—the deadline in the provider's contract for sending us a claim."
That's one sentence, maybe slightly run-on but okay. But "365-day timely filing limit" is in the facts, so using it might be better. But the member doesn't care about the jargon. Simpler is "past the 365-day deadline". I think either way is fine. I'll stick with "deadline" to keep reading level low.
Actually, re-reading the instructions: "Define any term of art the first time it appears." If I avoid the term of art, I don't need to define it. "Deadline" is not a term of art. So using "deadline" is safer.
Final check on JSON formatting: exactly one fenced JSON code block, no preamble or commentary.
I think I'm good.json{
"message": "We denied claim 2026-0655012 because your provider submitted it on 2026-07-30 for the service you received on 2025-03-14, which is past the 365-day deadline allowed in their contract. You owe nothing for this claim, because the provider’s contract says they cannot bill you when a claim is denied for being filed too late. We have told the provider about this denial. If you receive a bill for this claim, please contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States plainly 'You owe nothing for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late submission past 365-day deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact us if a bill arrives."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or deferring to provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100DeepSeek V4 Pro · DeepSeek8.3s · 522 out | 14.6s · 925 out | 4.1s · 88 out
Reasoning · 421 tokens
We are asked to write a message to the member about a denied claim. The denial reason: provider submitted claim late, outside the 365-day timely filing limit. Member liability is none, and the provider cannot bill the member. The provider has been notified. Message must be 5 sentences or fewer.
We need to write it at roughly an eighth-grade reading level, define any terms of art, and include that if the member receives a bill they should contact the plan.
Structure: 1) Inform of denial, 2) Explain why (provider submitted late), 3) Clarify member owes nothing, 4) Instruct to contact plan if they get a bill. Possibly a fifth sentence about what happens next, but keep it concise.
We'll write in plain language.
Message: "Your claim for services on March 14, 2025 was denied because your provider sent it to us after the deadline in their contract. The deadline is 365 days from the date of service, and they submitted it on July 30, 2026. You do not owe anything for this claim, and by their contract the provider cannot bill you. If you receive a bill from the provider for this claim, please call us right away."
That's 4 sentences. Could add "We have told the provider about this denial." but that's implied. Maybe: "We have informed the provider." But we can include it to be clear. So 5 sentences:
- Your claim ... denied
- Because the provider submitted it late (over 365 days).
- The deadline is 365 days from service date, and they submitted on [date].
- You do not owe anything, and the provider cannot bill you.
- If you get a bill, contact us.
Yes. That's fine.
Use the exact dates: date of service 2025-03-14, submitted 2026-07-30. So "March 14, 2025" and "July 30, 2026". No currency figures needed.
Thus JSON with "message" key.json{
"message": "Your claim for services on March 14, 2025 was denied because your provider sent it to us after the deadline in their contract. The deadline is 365 days from the date of service, and they submitted it on July 30, 2026. You do not owe anything for this claim, and by their contract the provider cannot bill you. If you receive a bill from the provider, please call us right away."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "Says 'You do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late submission past 365-day deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to call plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 845 tokens
We are asked to write a message to the member, five sentences or fewer. The message should explain that the claim was denied because the provider filed it too late, and that the member is not responsible for payment. Also, if the member receives a bill, they should contact the plan.
Key points:
- Claim number, date of service, denial reason.
- Member liability: none.
- Provider cannot bill the member per contract.
- If the member gets a bill, contact the plan.
The message should be clear and concise, at an eighth-grade reading level.
Let's draft:
"Your claim 2026-0655012 for service on March 14, 2025, was denied because your provider submitted it more than 365 days after the service date. This means the provider missed the deadline in their contract. You are not responsible for paying this bill. If you receive a bill from the provider for this service, please contact us immediately."
Count sentences: 1) Your claim... service date. 2) This means... contract. 3) You are not responsible... bill. 4) If you receive... immediately. That's 4 sentences. Could combine some but fine.
Make it member-friendly, no jargon. "Timely filing limit" might need explanation: "deadline set by the plan" or "time limit for submitting claims". But we can just say "missed the deadline".
Ensure we mention that the provider was notified. Not required to tell member that but okay.
The message should not promise anything beyond facts. The member liability is none, so we say "you do not owe anything for this claim."
We must use exact dates and figures from the facts: claim number, date of service 2025-03-14, denial reason with 365-day limit, provider filed 2026-07-30. But we don't need to give all details; summary is fine.
Write in a polite tone. No salutation or sign-off unless it's a letter, but the task just says "message to the member", so it could be a short note.
So final JSON: {"message": "Your claim 2026-0655012 for service on March 14, 2025 was denied because your provider filed it after the 365-day deadline. This means you do not have to pay for the service. If you get a bill from the provider, please contact us right away."} But need to include that the provider was notified? The prompt says "The provider has been notified." Could include: "We have informed the provider that they cannot bill you." But that might be extra. I'll keep it simple: include the essential.
The output should be exactly 5 sentences or fewer. My draft has 4 sentences. It's fine. I'll ensure no unnecessary info.
Thus, the message: "Claim 2026-0655012, for a service on March 14, 2025, was denied because the provider submitted it after the 365-day filing limit. Under the provider’s contract, you are not responsible for this charge. If you receive a bill for this claim, please contact us immediately." That's three sentences. Good.
I'll add a sentence about notification? Not needed.
So JSON: {"message": "Claim 2026-0655012, for a service on March 14, 2025, was denied because your provider submitted it after the 365-day filing limit. Under the provider’s contract, you are not responsible for this charge. If you receive a bill for this claim, please contact us immediately."}
Make sure the date is formatted properly: "March 14, 2025" is fine. But I should use the given date format: YYYY-MM-DD? The prompt says dates are ISO in the harness, but for member communication, a readable date is fine. I'll write "March 14, 2025". No need for ISO in message.
The claim number is 2026-0655012, just use as is.
No currency figures.
So output will be a JSON block.json{
"message": "Claim 2026-0655012, for a service on March 14, 2025, was denied because your provider submitted it after the 365-day filing deadline in their contract. You are not responsible for any part of this charge. If you receive a bill from the provider for this claim, please contact us immediately."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member not responsible for any part of the charge."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider filing after the 365-day contractual deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Instructs member to contact plan immediately if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "Your claim 2026-0655012 for service on March 14, 2025 was denied because the provider submitted it after the 365-day deadline required by their contract. You cannot be billed for this claim under the provider's agreement with the plan. If you do receive a bill, please contact us right away. The provider has already been notified of this decision."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member cannot be billed for this claim."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider missing 365-day filing deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Instructs member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100GPT-5.6 Luna · OpenAI3.5s · 157 out | 2.2s · 164 out | 1.9s · 152 out
Reasoning · 70 tokens
**Clarifying JSON requirements**
I need to focus on creating the exact JSON format with one key. The member message should be five sentences or fewer, mentioning denial and liability disclaimers, notifying the provider, and outlining the contact plan for billing issues. I'll include exact dates where needed. I should also define "timely filing" by saying something like: “submitted 2026-07-30 for service dated 2025-03-14,” since it goes beyond the 365-day limit. Finally, I must ensure there's no unsupported appeal mentioned.json{"message":"Your claim was denied because the provider submitted it on 2026-07-30 for care received on 2025-03-14, after the provider's 365-day timely filing limit. You do not owe anything for this claim. The provider has been notified and may not bill you for it. If you receive a bill, please contact the plan."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or provider dispute."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 56 tokens
**Clarifying message format**
I need to create an exact JSON message with one key statement and keep it under five sentences. I should explain the concepts of denial and no liability clearly, and include a contact plan for billing inquiries. It’s necessary to provide specific dates, especially related to the "365-day timely filing limit," which I need to define for members. I also have to remember not to mention any dates related to provider submissions.json{"message":"Your claim for services on 2025-03-14 was denied because the provider submitted it on 2026-07-30, after the provider’s 365-day deadline for filing claims. You do not owe anything for this claim, because the provider’s agreement with the plan does not allow the provider to bill you when a claim is denied for late filing. The provider has been notified; if you receive a bill for this claim, please contact the plan."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States clearly member owes nothing."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late filing, not member."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 41 tokens
**Crafting a JSON message**
I need to make sure the JSON output has exactly one key message with no fluff. It should be member-facing and concise, ideally limited to five sentences. I’ll mention the claim being denied, include relevant dates, state there’s no liability, and clarify that billing isn't allowed. I should also provide contact plan information. It’s essential to keep everything supported and straightforward without any unsupported details.json{"message":"Your claim 2026-0655012 was denied because the provider submitted it on 2026-07-30, more than 365 days after the 2025-03-14 date of service. You do not owe anything for this claim. Under the provider's agreement with the plan, the provider may not bill you for a claim denied because it was filed late. The provider has been notified; if you receive a bill for this claim, please contact the plan."}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Explains denial due to provider's late filing past 365-day limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}100DeepSeek V4 Flash · DeepSeek8.1s · 135 out | 7.1s · 349 out | 8.8s · 341 out
Reasoning · 41 tokens
We need to write a message to the member. Five sentences or fewer. Include denial reason, member liability none, provider notified, contact plan if billed. Keep at eighth-grade level. Use exact dates.json{
"message": "Your claim for the service on 2025-03-14 was denied because your provider submitted it on 2026-07-30, which is after the 365-day filing deadline in their contract. You are not responsible for paying this claim, and the provider has been told about the denial. If you still get a bill for this service, please contact us. We are here to help."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "Says 'You are not responsible for paying this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact us if a bill arrives."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or provider dispute."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}Reasoning · 253 tokens
We need answer JSON with message. Need five sentences or fewer. Need member-facing. Facts: claim denied due provider late filing outside 365-day timely filing limit. Member liability none, provider contract prohibits billing member. Provider notified. If member receives bill contact plan.
Need include exact date? claim submitted 2026-07-30 for DOS 2025-03-14. Denial reason. Need message. Must not give clinical advice. Include appeal rights? Facts don't include appeal rights/deadlines. No need.
Need write as member reads. No salutation. Five sentences max. Need perhaps mention "your plan denied claim 2026-0655012" etc.
Let's craft. Ensure sentence count <=5. Use exact figures. "The claim for your service on 2025-03-14 was denied because your provider sent it to us on 2026-07-30, more than 365 days after the service date. You do not owe anything for this claim. Your provider's agreement says they cannot bill you for a claim denied for late filing. We have told your provider this. If you get a bill, contact us."
That's 5 sentences. Good. Need JSON fenced.json{
"message": "The claim for your service on 2025-03-14 was denied because your provider sent it to us on 2026-07-30, more than 365 days after the service date. You do not owe anything for this claim. Your provider's agreement says they cannot bill you for a claim denied for late filing. We have told your provider this. If you get a bill for this claim, contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late submission past 365 days."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Says contact us if you get a bill."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or paying provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01307875
}Reasoning · 240 tokens
We need answer JSON with message. Need follow instructions. Need five sentences or fewer. Need member-facing explanation. Facts: claim denied due provider submitted late, outside 365-day timely filing limit. Member liability none. Provider notified. If member receives bill, contact plan. Need include appeal rights? Facts don't mention appeal rights/deadlines. So no. Need exact dates. Message maybe:
"We denied claim 2026-0655012 for your service on 2025-03-14 because your provider submitted it on 2026-07-30, after the 365-day filing deadline. You do not owe anything for this claim, because providers cannot bill members for claims denied for late filing. We have notified the provider of this decision. If you receive a bill for this claim, please contact us."
That's 4 sentences. Need "plan" not us? Fine. Need no header. Should mention claim ID? Yes. Use exact figures/dates. Could mention "under the provider's participation agreement" but perhaps no need. Need ensure "member liability: none" explained. Need sentence count <=5. Good.
Need output only JSON code block. Ensure valid JSON.json{
"message": "We denied claim 2026-0655012 for your service on 2025-03-14 because your provider submitted it on 2026-07-30, after the 365-day filing deadline. You do not owe anything for this claim, because providers may not bill members for claims denied for late filing. We have notified the provider of this decision. If you receive a bill for this claim, please contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "Says 'You do not owe anything for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact us if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or provider dispute."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01487875
}100Claude Haiku 4.5 · Anthropic27.4s · 2,588 out | 13.4s · 1,115 out | 61.7s · 6,505 out
Reasoning · 2,480 tokens
Let me parse this task carefully:
1. I'm writing a member-facing message about claim 2026-0655012
2. The claim was denied because the provider submitted it late (outside the 365-day timely filing limit)
3. The member has no liability - the provider cannot bill the member
4. The provider has been notified
5. If the member gets a bill anyway, they should contact the plan
6. Maximum 5 sentences
7. Roughly eighth-grade reading level
8. No salutation/sign-off
9. Include relevant appeal rights/deadlines/routes to resolution
Key points to communicate:
- Why the claim was denied (timely filing issue)
- That the member won't be billed
- What to do if they are billed anyway
Let me draft this:
"Your claim 2026-0655012 for the date of service March 14, 2025 has been denied. The provider submitted the claim after the 365-day deadline set in their contract with us. You will not receive a bill from the provider for this claim. The provider has been notified of this denial. If you receive a bill anyway, please contact us right away."
Let me count: 5 sentences. Good.
Let me check the reading level - fairly simple, explain terms of art... "timely filing" or "365-day deadline" - I used "365-day deadline" which is clearer.
Check against requirements:
- Is it member-facing? Yes
- Does it explain the coverage decision? Yes
- Does it give clinical advice? No
- Does it promise an outcome the facts don't support? No
- Does it include appeal rights, deadlines, or route to resolution? It includes the route to resolution (contact us if billed)
- No headers, bullets, salutation, sign-off? Correct
- Exact dollar figures and dates? The dates are in the claim facts, I used them
- No figures introduced that aren't in the facts? Correct
I should double check whether appeal rights belong here - the facts don't mention any appeal process for this situation, only a route to resolution if billed incorrectly, so I won't invent appeal deadlines that aren't given.
Revising for precision, I'll include the actual submission date if it helps clarify the timely filing issue: "Your claim 2026-0655012 for the service on March 14, 2025 has been denied. The provider submitted the claim on July 30, 2026, which is after the 365-day deadline in their contract with us. You will not be billed for this claim." I'll finish with the provider notification and the instruction to contact us if a bill arrives anyway.
Counting sentences, I land at five, which fits the target. Testing a version that's more explicit about the deadline itself, but this feels wordier. Tightening: mention the provider submitted the claim late, cite the 365-day contract requirement, note the July 30, 2026 date fell after the deadline, confirm no billing, note provider notification, and close with contacting us immediately if a bill shows up.
now what's needed: which claim, why denied, when submitted, the 365-day rule, member liability (none), provider notified, and what to do if billed. My draft hits all seven points, and the vocabulary checks out fine for an 8th-grade level.
Checking against the facts, they only say to contact the plan if billed—no specific phone numbers or appeal rights are given, so I'll leave those out rather than inventing details. Dates all match: service 3/14/25, submission 7/30/26, current date 9/1/26.
Final version: "Your claim 2026-0655012 for service on March 14, 2025 was denied because the provider submitted it too late. The provider's contract requires claims to be submitted within 365 days, and this claim was submitted on July 30, 2026—after that deadline. You will not be billed. The provider has been notified. If you receive a bill, contact us right away."
Five sentences, no headers, no invented contact info, matches every fact provided. The em-dash reads cleanly enough for the target level. This is ready to submit.
json{
"message": "Your claim 2026-0655012 for service on March 14, 2025 was denied because the provider submitted it too late. The provider's contract requires claims to be submitted within 365 days, and this claim was submitted on July 30, 2026—after that deadline. You will not be billed. The provider has been notified. If you receive a bill, contact us right away."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "\"You will not be billed.\" is unambiguous."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Clearly attributes denial to provider's late submission past 365-day limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "\"If you receive a bill, contact us right away.\""
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member liability or provider dispute."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01483
}Reasoning · 1,002 tokens
Let me analyze this task carefully:
1. This is an EOB (Explanation of Benefits) message to a member
2. A claim was denied, but NOT due to member ineligibility or coverage exclusion
3. The reason: provider submitted the claim outside the 365-day timely filing limit
4. Important: The member has NO liability - the provider cannot bill the member for this
5. The provider has been notified already
6. If the member gets billed, they should contact the plan
Key points for the member message:
- Explain why the claim was denied (timely filing limit)
- Explain that they are NOT liable
- Tell them what to do if they receive a bill (contact the plan)
- Keep it to 5 sentences or fewer
- 8th-grade reading level
- No clinical advice
- Include relevant dates and dollar figures (though there's no dollar figure here)
Let me draft:
"Your provider submitted claim 2026-0655012 for care you received on 2025-03-14 on 2026-07-30. This is outside the 365-day timely filing limit in your provider's contract with the plan, so the claim was denied. You are not responsible for paying this claim. Your provider has been notified of this denial and cannot bill you. If you receive a bill for this claim, contact us right away."
Let me count: 1, 2, 3, 4, 5, 6 sentences. That's 6. I need to cut one.
Revised:
"Your provider submitted claim 2026-0655012 for care on 2025-03-14, but did so on 2026-07-30, which is outside the 365-day timely filing limit in your provider's contract. The claim was denied for this reason. You are not responsible for paying this claim—your provider cannot bill you. If you receive a bill, contact us right away."
Count: 1, 2, 3, 4 sentences. That's good.
"Timely filing limit" could be clearer as "deadline for submitting the claim." Trying again with simpler phrasing:
"Your provider submitted claim 2026-0655012 for care you received on 2025-03-14, but submitted it on 2026-07-30. Your provider's contract with us requires claims to be submitted within 365 days of the date of service. This claim was denied because it was submitted late. You are not responsible for paying this claim, and your provider cannot bill you. If you receive a bill, contact us."
Five sentences, clear and simple - this works well.
Checking facts: claim number, date of service, submission date, 365-day deadline, no member liability, provider can't bill, provider notified, contact plan if billed. All covered, at an appropriate reading level, without clinical advice or overpromising.
Final version: "Your provider submitted claim 2026-0655012 for a visit on 2025-03-14. However, it was submitted on 2026-07-30, which is past the 365-day deadline for submitting claims under your provider's contract. Because of this, the claim was denied. You don't owe anything for this claim, and your provider cannot bill you. If you receive a bill, please contact us."
Five sentences, clear dates, plain language, states outcome and next steps. This works.
json{
"message": "Your provider submitted claim 2026-0655012 for a visit on 2025-03-14. However, it was submitted on 2026-07-30, which is past the 365-day deadline for submitting claims under your provider's contract. Because of this, the claim was denied. You don't owe anything for this claim, and your provider cannot bill you. If you receive a bill, please contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "Says member owes nothing and cannot be billed."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact us if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or provider dispute."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01311625
}Reasoning · 6,403 tokens
The user is asking me to write a member-facing message about a denied claim. Let me parse the key facts:
1. Claim 2026-0655012 was denied
2. Reason: provider submitted on 2026-07-30 for a date of service 2025-03-14
3. This exceeds the 365-day timely filing limit in the provider's contract
4. Member has no liability - the provider contract says claims denied for untimely filing cannot be billed to the member
5. The provider has been notified
6. If the member gets a bill, they should contact the plan
7. I need to write 5 sentences or fewer at an eighth-grade reading level
Key points to include:
- The claim was denied
- Why it was denied (in plain language)
- That the member is not responsible for this (won't be billed)
- What to do if they receive a bill
- Keep it simple and clear
Let me write this:
Draft 1:
"Your claim 2026-0655012 for the date of service March 14, 2025 has been denied. The provider submitted the claim on July 30, 2026, which is more than one year after the date of service. Under the provider's contract with us, claims must be submitted within 365 days. You are not responsible for this claim and will not be billed. If you receive a bill from the provider for this claim, please contact us right away."
That's 5 sentences. Let me check:
1. "Your claim 2026-0655012 for the date of service March 14, 2025 has been denied."
2. "The provider submitted the claim on July 30, 2026, which is more than one year after the date of service."
3. "Under the provider's contract with us, claims must be submitted within 365 days."
4. "You are not responsible for this claim and will not be billed."
5. "If you receive a bill from the provider for this claim, please contact us right away."
Five sentences total. Facts check out: claim number, service date, submission date, 365-day limit, zero member liability, and the instruction to contact the plan if billed all match. Sentences are short and avoid jargon, keeping to an eighth-grade level.
I shouldn't add contact info since it's not in the facts - same rule applies to dollar figures and dates, no inventing details. Sentence 2 says "more than one year" as a simpler stand-in for "outside the 365-day timely filing limit" - checking that 2025-03-14 to 2026-07-30 is indeed over a year confirms this is accurate.
is outside the timely filing window. Confirming: 365 days after 2025-03-14 lands on 2026-03-14, and 2026-07-30 falls after that, so the claim is late by several months.
Given the instruction to use exact figures without rounding, I should stick to the precise dates rather than saying "over a year ago." The explanation should read: claim 2026-0655012 for service date March 14, 2025 was denied because the provider submitted it on July 30
Let me draft the four sentences: the claim was submitted past the 365-day window per the provider's contract terms, the member owes nothing, and if billed they should contact the plan. Checking length - four sentences fits within the five-sentence limit fine.
I want to tighten the second sentence for clarity, splitting the timing explanation from the contract rule:
"Your claim 2026-0655012 for the date of service March 14, 2025 has been denied because the provider submitted it on July 30, 2026. Between the date of service and when the claim was submitted, more than 365 days passed. The provider's contract requires claims to be filed within 365 days of the date of service. You are not responsible for this claim and will not be billed. If you receive a bill from the provider for this claim, please contact us."
That brings it to five sentences, right at the limit.
Checking the criteria: denial reason explained, exact dates used, timely filing explained plainly, member liability clarified, next steps given if billed, five sentences, readable level. Still, I'm not fully satisfied with "more than 365 days passed" - it feels slightly awkward phrasing.
Let me try combining sentences differently: "Your claim 2026-0655012 has been denied. The service date was March 14, 2025, but the provider didn't submit the claim until July 30, 2026—more than 365 days later. The provider's contract requires claims within 365 days of service. You owe nothing for this claim.
. "The provider's contract with us requires claims to be submitted within 365 days." 3. "You are not responsible for this claim and will not receive a bill." 4. "If the provider sends you a bill anyway, please contact us immediately." Four sentences, good.
The opening sentence feels dense for an eighth-grade level, so I'll split it: "Your claim 2026-0655012 was denied. The provider submitted it on July 30, 2026, which is more than 365 days after the date of service on March 14, 2025. The provider's contract requires claims to be filed within 365 days. You will not be billed for this claim. If you receive a bill, please contact us."
That's five sentences, right at the limit. Since the facts stress the member can't be billed, "You will not be billed for this claim" is more precise than "not responsible." I'll keep "365 days" as-is rather than converting to "one year" since exact figures are preferred.
For wording, "submitted" matches how the facts describe the provider's action, so I'll use that instead of "filed."
Draft: "Your claim 2026-0655012 was denied. The provider submitted it on July 30, 2026, which is more than 365 days after the date of service on March 14, 2025. The provider's contract requires claims to be submitted within 365 days. You will not be billed for this claim. If you receive a bill, please contact us."
Now weighing whether to say "the provider's contract" or "our
contact us" seems fine without overstating urgency—sticking to what the facts support rather than adding "immediately."
Final version: "Your claim 2026-0655012 was denied. The provider submitted it on July 30, 2026, which is more than 365 days after the date of service on March 14, 2025. The provider's contract requires claims to be submitted within 365 days. You will not be billed for this claim. If you receive a bill, please contact us."
This covers the denial reason, timeline, member liability, and next steps clearly.
be billed—the provider notification doesn't need to go in the member message.
Checking terseness against the eighth-grade readability requirement—could the message use more context? I could try: "Your claim 2026-0655012 was denied because the provider submitted it too late. The provider submitted it on July 30, 2026, which is more than 365 days after the date of service on March 14, 2025. The provider's contract requires claims to be submitted within..."
But sentence 1 and 2 end up redundant when combined that way. Comparing to the original five-sentence version, I think the simpler structure without the added "too late" framing reads cleaner and avoids repetition.
365 days after the date of service on March 14, 2025." That version might run long for eighth-grade level, so Option 1's shorter sentences work better.
Testing another split: separating the denial reason from the timeframe explanation, but the pronoun "it" reads clearly enough in context—no need to overthink it.
Going with Option 1: "Your claim 2026-0655012 was denied. The provider submitted it on July 30, 2026, which is more than 365 days after the date of service, March 14, 2025. The provider's contract requires claims to be submitted within 365 days. You will not be billed for this claim. If you receive a bill, please contact us."
This covers all facts clearly at an appropriate reading level. One concern: "date of service" may be jargon-y for eighth grade. Trying a breakdown into more sentences makes it too choppy though. Sticking with the cleaner version rather than over-fragmenting into separate care-date and submission-date sentences.
365 days. You will not be billed for this claim. If you receive a bill, please contact us."
That gives 5 sentences total, fitting the limit while staying clear.
Now weighing this against my first draft—checking whether combining sentences 2 and 3 sacrifices clarity for the member. Both explain the same core facts, so I'll pick whichever reads more naturally.
nsion, but I should double-check the dates against the source facts. "2025-03-14" converts to March 14, 2025, and "2026-07-30" converts to July 30, 2026 — both versions match. So dates aren't the deciding factor here.
I'm probably overanalyzing this. Both phrasings work fine. Leaning toward the original since it's more direct, though "too late" as a paraphrase for "outside the 365-day timely filing limit" is reasonably accurate. I need to stay careful not to introduce any figures not present in the facts.
Sticking with the original: "Your claim 2026-0655012 was denied. The provider submitted it on July 30, 2026, which is more than 365 days after the date of service on March 14, 2025. The provider's contract requires claims to be submitted within 365 days. You will not be billed for this claim. If you receive a bill, please contact us."
"Date of service" should be clear enough in context for an eighth-grade reader — it simply means when the medical care happened.
Cross-checking against the facts: the denial reason, member liability, and provider notification are all addressed. The one thing I haven't included is explicitly telling the member the provider was notified — worth considering whether that's necessary for them to know.
It's probably not essential, since it doesn't change what the member needs to do. What matters is that they understand the claim was denied, why, that they're not liable, and what action to take if billed. My draft already covers all of this:
"Your claim 2026-0655012 was denied. The provider submitted it on July 30, 2026, which is more than 365 days after the date of service on March 14, 2025. The provider's contract requires claims to be submitted within 365 days. You will not be billed for this claim. If you receive a bill, please contact us."
json{
"message": "Your claim 2026-0655012 was denied. The provider submitted it on July 30, 2026, which is more than 365 days after the date of service on March 14, 2025. The provider's contract requires claims to be submitted within 365 days. You will not be billed for this claim. If you receive a bill, please contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You will not be billed for this claim.'"
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission beyond contract limit"
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "'If you receive a bill, please contact us.'"
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion of member liability or provider dispute"
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true,
"judgeCostUSD": 0.01701625
}100DeepSeek V3.2 · DeepSeek4.7s · 111 out | 4.7s · 106 out | 3.5s · 93 out
json{
"message": "We denied your claim for a service you had on 2025-03-14. This is because the provider submitted the claim on 2026-07-30, which is more than 365 days after the service date and exceeds our timely filing limit. You owe nothing for this claim, and the provider cannot bill you for it under their contract with us. The provider has been notified of the denial. If you do receive a bill for this service, please contact us right away."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States 'You owe nothing for this claim'."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial solely to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact us right away if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Never suggests member liability or paying the provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "Your provider submitted a claim for a service on 2025-03-14, but we received it on 2026-07-30, which is beyond the 365-day filing limit in their contract. Because of this, we denied the claim for untimely filing. Under our agreement with your provider, you cannot be billed for this denied claim. The provider has been notified of this decision. If you receive a bill for this service, please contact us."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member cannot be billed for the denied claim."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider's late submission past filing limit."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact us if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "No suggestion member owes or should pay provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}json{
"message": "A claim from your provider for a service on March 14, 2025, was denied because the provider submitted it after the deadline allowed by their contract with us. Because the claim was filed late, you are not responsible for any payment. Your provider has been informed of this decision. If you receive a bill for this claim, please contact us right away. Please do not pay the provider directly."
}
Grader detail
json{
"criteria": [
{
"id": "R1",
"points": 4,
"met": true,
"why": "States member not responsible for any payment."
},
{
"id": "R2",
"points": 3,
"met": true,
"why": "Attributes denial to provider filing after contractual deadline."
},
{
"id": "R3",
"points": 2,
"met": true,
"why": "Tells member to contact plan if billed."
},
{
"id": "R4",
"points": -5,
"met": false,
"why": "Explicitly says not to pay the provider."
}
],
"earned": 9,
"creditTotal": 9,
"judge": "claude-opus-5",
"judgeParsed": true
}