Two claims in sequence
Generated from the Parity benefits engine (src/tasks/benefits-engine.ts). Gold answer is the engine's output, not a hand-keyed figure. Trap under test: The first claim moves the accumulator that the second is adjudicated against.
Field mean
92.9
across 28 models
Models scoring 100
24
of 28
Models scoring 0
1
of 28
What the model was given
PLAN DOCUMENT — Bluebonnet PPO 1500 (synthetic)
Plan year: 2026-01-01 through 2026-12-31. All amounts are per plan year.
Deductible
Individual (in-network) ................ 1500.00
Family (in-network) .................... 3000.00
Structure .............................. EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first.
Out-of-network (individual) ............ 3000.00
In-network and out-of-network deductible credits accumulate to a SINGLE member
deductible balance. The amount above is the threshold that balance is measured
against when the service is out-of-network.
Out-of-pocket maximum
Individual (in-network) ................ 6000.00
Family (in-network) .................... 12000.00
Individual (out-of-network) ............ 12000.00
Once a member reaches the out-of-pocket maximum the plan pays 100% of the
allowed amount for covered services for the remainder of the plan year.
Member cost share
Coinsurance after deductible, in-network ......... 20% member / 80% plan
Coinsurance after deductible, out-of-network ..... 40% member / 60% plan
Primary care office visit ........................ 30.00 copay
Specialist office visit .......................... 60.00 copay
Urgent care ...................................... 75.00 copay
Emergency room ................................... 400.00 copay, WAIVED if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance
Generic retail pharmacy .......................... 15.00 copay
Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum.
Preventive care
In-network preventive services required to be covered without cost share are
paid at 100% of the allowed amount and are not subject to the deductible,
coinsurance, or a copay.
Basis of payment
Member cost share is calculated from the ALLOWED amount. Amounts billed above
the allowed amount are not the member's responsibility for in-network services.MEMBER ACCUMULATORS as of the moment before Claim 1
Member deductible credited year to date ... 0.00
Member out-of-pocket credited year to date 0.00
Family deductible credited year to date ... 0.00
Family out-of-pocket credited year to date 0.00
CLAIMS (adjudicate in the order listed)
Claim 1 — 2026-03-04
Service ......... Diagnostic imaging, in-network
Network ......... In-network
Billed charge ... 1178.00
Allowed amount .. 620.00
Claim 2 — 2026-03-21
Service ......... Outpatient surgery, in-network
Network ......... In-network
Billed charge ... 5890.00
Allowed amount .. 3100.00
Report the required fields for Claim 2.json{
"kind": "fields",
"tolerance": 0.011,
"fields": {
"member_responsibility": 1324,
"plan_paid": 1776,
"deductible_applied": 880,
"copay_amount": 0,
"coinsurance_amount": 444,
"ending_member_deductible": 1500,
"ending_member_oopm": 1944
}
}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 · Anthropic8.1s · 287 out | 5.4s · 281 out | 6.9s · 284 out
Claim 1: allowed 620.00, deductible 0 → 1500; all 620.00 to deductible. Member ded = 620.00, OOPM = 620.00.
Claim 2: allowed 3100.00. Remaining deductible 880.00 → applied. Remainder 2220.00 × 20% = 444.00 coinsurance. Member = 1324.00, plan = 1776.00. Ending ded = 1500.00, OOPM = 620 + 1324 = 1944.00.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Claim 1: allowed 620.00, deductible remaining 1500 → all 620 to deductible. Member deductible 620, OOPM 620.
Claim 2: allowed 3100.00, deductible remaining 880 → deductible 880. Remaining 2220 × 20% = 444.00 coinsurance. Member responsibility 1324.00, plan paid 1776.00. Ending deductible 1500.00, OOPM 620 + 1324 = 1944.00.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Claim 1: allowed 620.00, deductible remaining 1500 → all 620 to deductible. Member ded accum 620, OOPM 620.
Claim 2: allowed 3100.00. Deductible remaining 880.00 → applied. Remaining 2220.00 × 20% = 444.00 coinsurance. Member responsibility 1324.00, plan paid 1776.00. Ending deductible 1500.00, OOPM 620 + 1324 = 1944.00.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.7 Flash · Google7.0s · 1,102 out | 11.1s · 1,136 out | 6.7s · 1,152 out
Reasoning · 977 tokens
**Analyzing Plan Details**
I'm currently dissecting the provided plan specifics. My focus is on tracing the implications of the $1500 individual in-network deductible and the $6000 individual in-network out-of-pocket maximum, alongside the 20% member coinsurance after the deductible is met.
**Calculating Member Share**
My current focus is on how the deductible and coinsurance interact. I'm tracing how the allowed amounts are applied, noting that copays don't count towards the deductible but do contribute to the OOPM.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,011 tokens
**Reviewing Plan Rules**
I'm currently reviewing the plan rules to adjudicate Claim 2, focusing on the Bluebonnet PPO 1500. My immediate attention is on the in-network deductible and out-of-pocket maximums, preparing to apply them to the member's costs.
**Applying Deductible Rules**
I'm now applying the diagnostic imaging and outpatient surgery to the deductible. Claim 1's full allowed amount went towards the $1500 deductible, and I'm processing the remaining deductible balance for Claim 2.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,027 tokens
**Analyzing Plan Details**
I'm currently dissecting the plan's provisions, specifically focusing on tracing the implications of the deductible and out-of-pocket maximums for both individual and family coverage. Next, I will delve into the coinsurance structure.
**Calculating Deductible Applications**
I've processed the first claim, applying the full allowed amount against the individual deductible as it was previously unmet. This action updated both individual and family deductible and OOPM accumulators. The next step involves calculating the deductible application for the outpatient surgery claim.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.5 · OpenAI3.2s · 250 out | 4.1s · 297 out | 4.1s · 271 out
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 198 tokens
**Calculating healthcare costs**
I need to calculate expenses based on the in-network deductible, which is $1500 embedded. Starting with a claim for diagnostic imaging, there's no copay, but it’s subject to deductible and coinsurance. The allowed amount is $620, leaving the deductible at $1500. The member’s responsibility shows $620. For the second claim, allowed is $3100, with a remaining deductible of $880. After applying this, the member ends with $1324 before out-of-pocket costs. I’ll need to format these in JSON with two decimal points.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 172 tokens
**Calculating claims and costs**
I need to calculate the expenses for two claims. Claim 1 has no copay but has a deductible and coinsurance. The plan has a $1500 deductible, and Claim 1 allows for $620, so I’ve accounted for $620 towards that deductible. For Claim 2, the allowed amount is $3100, leaving $880 from the deductible. I'll apply a 20% coinsurance to the remaining amount. After all calculations, I'll make sure to format the final numbers correctly in JSON.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Sol · OpenAI3.5s · 188 out | 3.1s · 171 out | 2.9s · 178 out
Reasoning · 89 tokens
**Calculating claims and deductions**
I need to compute details for claims and deductibles. For the first claim, the deductible is 620, and for the member, the accumulative deductible is also 620. The second claim shows a remaining deductible of 880, along with a residual of 2220 and a coinsurance of 20%, totaling 444. The member's plan indicates 1324 and an ending deductible of 1500 with an out-of-pocket cost of 1944. I also need to ensure JSON formatting shows numbers with two decimals like 1324.00.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 72 tokens
**Calculating deductibles**
I need to calculate the claim details. For claim 1, the deductible is 620, which is also my accumulative and out-of-pocket amount — all at 620. Claim 2 has a remaining individual deductible of 880, and then with a percentage of 20%, that leads to a total of 444. The member number is 1324 for plan 1776. Finally, I need to consider an ending deductible of 1500 and out-of-pocket of 1944. JSON formatting for numbers can be tricky, especially with decimals, so I’ll represent 1324 as 1324.00.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 79 tokens
**Calculating claims and deductibles**
I need to perform some calculations here. For Claim 1, the deductible is 620, and for Claim 2, there's a remaining deductible of 880. That totals 2220, and at 20%, that's 444. The member ID is 1324, with a plan ID of 1776, and the deductible ending is 1500. The out-of-pocket costs add up: Claim 1 is 620 and Claim 2 is 1324, totaling 1944. Oh, and there's a JSON formatting issue with two decimals for 1324.00.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.6 · xAI13.0s · 769 out | 10.4s · 744 out | 11.1s · 816 out
Reasoning · 680 tokens
The problem is about benefit adjudication. I need to adjudicate claims in order and report for the FINAL claim, which is Claim 2.
Claim 2 — 2026-03-21
Service ......... Outpatient surgery, in-network
Network ......... In-network
Billed charge ... 5890.00
Allowed amount .. 3100.00
Member deductible credited year to date ... 620.json{"member_responsibility": 1324.00, "plan_paid": 1776.00, "deductible_applied": 880.00, "copay_amount": 0.00, "coinsurance_amount": 444.00, "ending_member_deductible": 1500.00, "ending_member_oopm": 1944.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 646 tokens
The user wants me to adjudicate claims according to the plan document and report JSON for Claim 2.
{
"claim_id": "Claim 2 — 2026-03-21",
"service": "Outpatient surgery, in-network",
"network": "In-network",
"billed_charge": 5890.00,
"allowed_amount": 3100.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 727 tokens
The problem is about benefit adjudication. I need to process claims in order and report for the final claim, which is Claim 2.
After Claim 1:
Member deductible credited year to date: 620.00
Member out-of-pocket credited year to date: 620.00
Family deductible credited year to date: 0.00
Family out-of-pocket credited year to date: 0.json{"member_responsibility": 1324.00, "plan_paid": 1776.00, "deductible_applied": 880.00, "copay_amount": 0.00, "coinsurance_amount": 444.00, "ending_member_deductible": 1500.00, "ending_member_oopm": 1944.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Grok 4.5 · xAI6.6s · 505 out | 10.5s · 699 out | 8.4s · 559 out
Reasoning · 416 tokens
The user wants me to adjudicate claims and report for Claim 2.
json{"member_responsibility": 1324.00, "plan_paid": 1776.00, "deductible_applied": 880.00, "copay_amount": 0.00, "coinsurance_amount": 444.00, "ending_member_deductible": 1500.00, "ending_member_oopm": 1944.00}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 601 tokens
The problem is about adjudicating benefits for a health plan. I need to process claims in order and report for the final claim.
"member_responsibility": 1324.00,
"plan_paid": 1776.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 461 tokens
The problem is about adjudicating benefits for a health plan. I need to process two claims and report the values for the final claim (Claim 2).
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3.1 Pro · Google15.1s · 1,946 out | 14.1s · 1,602 out | 12.3s · 1,185 out
Reasoning · 1,821 tokens
**Adjudicating Member Claims and Generating Final Output**
My task is to process a set of claims for a member and, crucially, to produce a very specific JSON output for the second and final claim. I need to meticulously review the plan document and track member accumulators.
First, I'll break down the relevant plan document details for the 2026 plan year:
* The individual deductible for in-network services is \$1500.00.
* The individual out-of-pocket maximum (OOPM) for in-network services is \$6000.00.
* For in-network services, the coinsurance split is 20% for the member and 80% for the plan.
* A critical point: copays do *not* count towards the deductible, but they *always* count towards the OOPM.
Now, let's look at the member's accumulators *before* any claims are processed:
* Member Deductible YTD: \$0.00
* Member OOPM YTD: \$0.00
**Claim 1: March 4, 2026**
* Service: Diagnostic imaging, in-network.
* Billed Charge: \$1178.00.
* Allowed Amount: \$620.00.
* The plan document doesn't list a specific copay for diagnostic imaging, so it will be subject to the deductible and coinsurance.
* Member Deductible Remaining: \$1500.00 (initial) - \$0.00 (YTD) = \$1500.00.
* The entire allowed amount of \$620.00 will be applied to this deductible.
* Member Pays for Claim 1: \$620.00 (applied to deductible).
* Plan Pays for Claim 1: \$0.00.
* **Accumulators after Claim 1:**
* Member Deductible YTD: \$0.00 + \$620.00 = \$620.00.
* Member OOPM YTD: \$0.00 + \$620.00 = \$620.00.
**Claim 2: March 21, 2026 (The Final Claim)**
* Service: Outpatient surgery, in-network.
* Billed Charge: \$5890.00.
* Allowed Amount: \$3100.00.
* Again, no specific copay is listed for outpatient surgery, so it defaults to deductible and coinsurance.
* Member Deductible Remaining: \$1500.00 (initial) - \$620.00 (YTD from Claim 1) = \$880.00.
* The allowed amount is \$3100.00. The remaining deductible portion is \$880.00.
* Deductible Applied for Claim 2: \$880.00.
* Remaining Allowed Amount after deductible: \$3100.00 - \$880.00 = \$2220.00.
* Now, coinsurance applies to this remaining \$2220.00:
* Member Coinsurance: \$2220.00 * 0.20 = \$444.00.
* Plan Coinsurance: \$2220.00 * 0.80 = \$1776.00.
* Total Member Cost Share for Claim 2: \$880.00 (deductible) + \$444.00 (coinsurance) = \$1324.00.
* Before finalizing, I must check the OOPM:
* OOPM Remaining before Claim 2: \$6000.00 (initial) - \$620.00 (YTD from Claim 1) = \$5380.00.
* The member's cost share for this claim (\$1324.00) is well within the remaining OOPM, so the OOPM is not reached for this claim.
* Member Responsibility for Claim 2: \$1324.00.
* Plan Paid for Claim 2: \$3100.00 (allowed) - \$1324.00 (member responsibility) = \$1776.00. This matches the coinsurance calculation.
Now I need to update the accumulators and pull out the exact values for the JSON output.
**Final Accumulators after Claim 2:**
* Ending Member Deductible: \$620.00 (from Claim 1) + \$880.00 (from Claim 2) = \$1500.00.
* Ending Member OOPM: \$620.00 (from Claim 1) + \$1324.00 (from Claim 2) = \$1944.00.
**JSON Output Construction for Claim 2:**
I need to ensure all values are formatted as numbers with two decimal places.
* "member\_responsibility": \$1324.00
* "plan\_paid": \$1776.00
* "deductible\_applied": \$880.00 (this is the portion of Claim 2 that hit the deductible)
* "copay\_amount": \$0.00 (no copay applicable to this service)
* "coinsurance\_amount": \$444.00 (the member's 20% share of the post-deductible amount)
* "ending\_member\_deductible": \$1500.00 (the total deductible met after both claims)
* "ending\_member\_oopm": \$1944.00 (the total OOPM met after both claims)
After a thorough review and double-checking all calculations, I am confident in the results and the structure of the final JSON output. The plan document was straightforward for these services, with no specific copays overriding the standard deductible and coinsurance application. All numbers have been verified and are ready for output with the correct precision.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,477 tokens
**Adjudicating Claim 2: A Detailed Thought Process**
My task is to adjudicate Claim 2, leveraging the provided plan document, the current accumulator balances after Claim 1, and the information from Claim 1 itself. I need to determine the member's responsibility and the plan's payment for this new claim, and then update the year-to-date accumulators.
Let's start by reviewing the state of affairs *before* Claim 1.
* Member Deductible: $0.00
* Member Out-of-Pocket Maximum (OOPM): $0.00
* Family Deductible: $0.00
* Family OOPM: $0.00
Now, I recall the plan details that will govern this adjudication:
* Individual INN (In-Network) Deductible: $1,500.00
* Individual INN OOPM: $6,000.00
* Coinsurance INN: 20% member / 80% plan
Let's revisit Claim 1, which occurred on March 4, 2026.
* Service: Diagnostic imaging, in-network.
* Billed Amount: $1,178.00
* Allowed Amount: $620.00
For this diagnostic imaging service, the plan document doesn't specify a copay. Therefore, I'll default to the standard deductible and coinsurance application.
* The allowed amount is $620.00.
* My remaining member deductible is $1,500.00 (the full individual deductible).
* I'll apply the entire allowed amount of $620.00 towards the member's deductible.
* So, the member pays $620.00 for this claim.
* The plan pays $0.00 for this claim, as it's all applied to the deductible.
Now, let's update the accumulators *after* Claim 1:
* Member Deductible YTD: $620.00
* Member OOPM YTD: $620.00
With that established, I can now turn my full attention to Claim 2, which occurred on March 21, 2026.
* Service: Outpatient surgery, in-network.
* Billed Amount: $5,890.00
* Allowed Amount: $3,100.00
First, I need to determine how much of the deductible is still outstanding.
* My remaining member deductible is $1,500.00 (initial deductible) - $620.00 (applied in Claim 1) = $880.00.
* I will apply this remaining $880.00 to the deductible for Claim 2.
Next, I need to see what's left of the allowed amount after applying the deductible.
* Remaining allowed amount = $3,100.00 (total allowed) - $880.00 (applied to deductible) = $2,220.00.
Now, I'll apply the coinsurance to this remaining amount. The plan is 20% coinsurance for the member.
* Member's coinsurance responsibility = $2,220.00 * 0.20 = $444.00.
So, the total member cost share for Claim 2 is the sum of the deductible applied and the coinsurance.
* Total member cost share for Claim 2 = $880.00 (deductible) + $444.00 (coinsurance) = $1,324.00.
Before I finalize, I must check the member's OOPM.
* Remaining OOPM = $6,000.00 (initial OOPM) - $620.00 (applied in Claim 1) = $5,380.00.
* The member's cost share of $1,324.00 is well within this remaining OOPM limit.
Finally, I can calculate the plan's payment for Claim 2. This will be the remaining allowed amount minus the member's coinsurance responsibility, or simply the plan's portion of the coinsurance.
* Plan pays = $3,100.00 (total allowed) - $1,324.00 (member responsibility) = $1,776.00.
* Alternatively, Plan pays = $2,220.00 (remaining allowed) * 0.80 (plan's coinsurance share) = $1,776.00.
Now, I'll update the accumulators after Claim 2:
* Member Deductible YTD: $620.00 (from Claim 1) + $880.00 (from Claim 2) = $1,500.00. The individual deductible has been met.
* Member OOPM YTD: $620.00 (from Claim 1) + $1,324.00 (from Claim 2) = $1,944.00.
For reporting purposes for Claim 2, I need to structure this information correctly.
* "member_responsibility": $1,324.00
* "plan_paid": $1,776.00
* "deductible_applied": $880.00
* "copay_amount": $0.00 (as there was no copay for this service)
* "coinsurance_amount": $444.00
* "ending_member_deductible": $1,500.00
* "ending_member_oopm": $1,944.00
I'll do a quick re-check of the math.
Claim 1: $620 allowed, all applied to deductible. No coinsurance or copay. Accumulators: Deductible $620, OOPM $620. This looks correct.
Claim 2: $3,100 allowed.
Deductible remaining: $1500 - $620 = $880. This is applied.
Remaining allowed for coinsurance: $3100 - $880 = $2220.
Coinsurance: $2220 * 0.20 = $444 (member).
Total member cost: $880 (deductible) + $444 (coinsurance) = $1324.
Plan paid: $2220 * 0.80 = $1776.
Ending deductible: $620 + $880 = $1500.
Ending OOPM: $620 + $1324 = $1944.
I also confirmed that the plan document doesn't list a specific copay for outpatient surgery. It correctly defaults to deductible and coinsurance, just like diagnostic imaging.
Final verification of the math:
$3100.00 (allowed) - $880.00 (deductible applied) = $2220.00.
$2220.00 * 0.20 (member coinsurance) = $444.00.
$2220.00 * 0.80 (plan coinsurance) = $1776.00.
Member responsibility = $880.00 (deductible) + $444.00 (coinsurance) = $1324.00.
Plan paid = $1776.00.
Total paid ($1324 + $1776) = $3100.00, which matches the allowed amount. Everything checks out.
The required JSON keys are all present, and the values have the correct formatting (two decimal places, no currency symbol). This adjudication seems solid.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,060 tokens
**Adjudicating Claims and Calculating Member and Plan Responsibility**
My task here is to process two claims sequentially, as the resolution of the first impacts the second, and then to output a very specific JSON structure containing the adjudicated amounts for the *final* claim. It's crucial to remember that this member has an embedded deductible, meaning I need to meticulously track individual accumulators.
Let's start by establishing the baseline:
* **Plan Document Details:**
* Individual In-Network Deductible: $1,500.00
* Individual In-Network Out-of-Pocket Maximum (OOPM): $6,000.00
* In-Network Coinsurance: 20% member / 80% plan
* **Initial Accumulators:**
* Member Deductible: $0.00
* Member OOPM: $0.00
* Family Deductible: $0.00 (though I'm focusing on individual for this task)
* Family OOPM: $0.00 (same as above)
Now, I'll process **Claim 1** (dated 2026-03-04) for diagnostic imaging with a billed charge of $1,178.00 and an allowed amount of $620.00.
* Since this is diagnostic imaging without a specific copay, it's subject to the deductible and coinsurance.
* The allowed amount is $620.00.
* My member deductible remaining is $1,500.00 (initial) - $0.00 (applied) = $1,500.00.
* Therefore, the deductible applied to Claim 1 is $620.00.
* The remaining allowed amount after the deductible is $620.00 - $620.00 = $0.00.
* Since there's no remaining allowed amount, the coinsurance is $0.00.
* My total member responsibility for Claim 1 is $620.00 (deductible).
* The plan paid $0.00 for Claim 1.
After Claim 1, the accumulators are updated:
* Member Deductible: $0.00 + $620.00 = $620.00
* Member OOPM: $0.00 + $620.00 = $620.00
* (Family deductibles and OOPM also update, but I'm concentrating on the individual for the final output.)
Next, I'll process **Claim 2** (dated 2026-03-21) for outpatient surgery with a billed charge of $5,890.00 and an allowed amount of $3,100.00.
* This service is also subject to deductible and coinsurance.
* My member deductible remaining is now $1,500.00 (plan max) - $620.00 (applied in Claim 1) = $880.00.
* So, the deductible applied to Claim 2 is $880.00.
* The remaining allowed amount after this deductible is $3,100.00 (allowed) - $880.00 (deductible) = $2,220.00.
* Now, I apply the coinsurance: 20% of $2,220.00 = $444.00.
* There is no copay for this service ($0.00).
My total member responsibility for Claim 2 is the sum of the deductible applied and the coinsurance: $880.00 + $444.00 = $1,324.00.
* Before this claim, my member OOPM was $620.00. My remaining OOPM is $6,000.00 - $620.00 = $5,380.00.
* Since my calculated member responsibility ($1,324.00) is less than my remaining OOPM ($5,380.00), I will pay the full $1,324.00.
The plan's payment for Claim 2 is the allowed amount minus my responsibility: $3,100.00 - $1,324.00 = $1,776.00.
Finally, I update the accumulators *after* Claim 2:
* Member Deductible: $620.00 (after Claim 1) + $880.00 (applied in Claim 2) = $1,500.00. This means the individual deductible is now met.
* Member OOPM: $620.00 (after Claim 1) + $1,324.00 (member responsibility in Claim 2) = $1,944.00.
I've double-checked the calculations for Claim 2:
* Allowed amount: $3,100.00
* Deductible applied: $880.00
* Coinsurance amount: $444.00
* Copay amount: $0.00
* Member responsibility: $880.00 + $444.00 = $1,324.00 (Correct)
* Plan paid: $1,776.00 (Correct)
* Ending member deductible: $1,500.00 (Correct)
* Ending member OOPM: $1,944.00 (Correct)
Everything appears to be mathematically sound. The final step is to format these verified numbers into the required JSON structure, ensuring all values are presented to two decimal places. The required fields and their values are:
* "member_responsibility": $1324.00
* "plan_paid": $1776.00
* "deductible_applied": $880.00
* "copay_amount": $0.00
* "coinsurance_amount": $444.00
* "ending_member_deductible": $1500.00
* "ending_member_oopm": $1944.00
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 5 · Anthropic4.1s · 313 out | 3.9s · 246 out | 3.5s · 263 out
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 3 Flash · Google11.8s · 1,466 out | 17.2s · 2,266 out | 25.9s · 3,690 out
Reasoning · 1,341 tokens
**My Thought Process on Adjudicating Health Insurance Claims**
Alright, let's break down this Bluebonnet PPO 1500 plan for 2026. I need to walk through how a couple of claims would be processed, keeping track of everything meticulously. My goal is to fully understand the financial impact on both myself and the plan, ensuring accuracy at every step.
First, I'm looking at the plan structure: a $1,500 individual deductible and a $6,000 individual Out-of-Pocket Maximum (OOPM), both for in-network services. It's an embedded deductible structure, which is standard. After the deductible is met, I'll be looking at 20% coinsurance, meaning I pay that portion and the plan covers 80%. I've also noted the copays: $30 for a Primary Care Physician (PCP), $60 for a Specialist, $75 for Urgent Care, and a rather hefty $400 for the Emergency Room (ER). Crucially, these copays *don't* count towards my deductible, but they *do* count towards my OOPM. Preventive care is a good reminder – that's 100% covered, no cost to me. And everything hinges on the "allowed amount" – that's the basis for all these calculations.
Now, let's apply this to a specific scenario.
**Claim 1: Diagnostic Imaging (In-network)**
* **Service:** Diagnostic Imaging. This isn't a copay service, nor is it preventive care, so it's going to hit my deductible and then potentially coinsurance.
* **Network:** In-network, which is good for these plan benefits.
* **Allowed Amount:** $620.00.
* **Starting Accumulators:** My deductible is at $0.00, and my OOPM is also at $0.00.
Here's how I see this adjudicating:
* The $620.00 allowed amount is applied directly to my deductible because, as established, it's not a copay or preventive service.
* My remaining deductible is $1,500.00 - $0.00 = $1,500.00.
* So, $620.00 of the deductible is applied.
* My responsibility for this first claim is the full $620.00.
* The plan pays $0.00 for this claim, as it's all going towards meeting my deductible.
After this claim, my accumulators will be updated:
* Member Deductible: $620.00.
* Member OOPM: $620.00 (since the entire member responsibility counts towards OOPM as well).
**Claim 2: Outpatient Surgery (In-network)**
* **Service:** Outpatient Surgery. Again, not a copay service, so it's subject to the deductible and then coinsurance.
* **Network:** In-network.
* **Allowed Amount:** $3,100.00.
* **Accumulators Before Claim 2:**
* Member Deductible: $620.00.
* Member OOPM: $620.00.
Now, for the adjudication of this larger claim:
* I still have a remaining deductible to meet: $1,500.00 - $620.00 = $880.00.
* The full $3,100.00 allowed amount is subject to cost-sharing.
* $880.00 of this amount will be applied to my remaining deductible. This completely satisfies my deductible.
* The amount remaining for coinsurance calculation is $3,100.00 - $880.00 = $2,220.00.
* Now, coinsurance kicks in. I'll be responsible for 20% of this $2,220.00.
* My coinsurance amount is $2,220.00 * 0.20 = $444.00.
* I need to double-check against my OOPM limit:
* The total member cost-share for *this* claim is $880.00 (deductible) + $444.00 (coinsurance) = $1,324.00.
* My *new* total member OOPM will be my previous OOPM of $620.00 plus this claim's cost-share: $620.00 + $1,324.00 = $1,944.00.
* This $1,944.00 is well below my $6,000.00 individual OOPM limit, so I'm still within my maximum out-of-pocket responsibility for the year.
* Therefore, my total responsibility for Claim 2 is $880.00 (deductible) + $444.00 (coinsurance) = $1,324.00.
* The plan's paid portion for Claim 2 is $3,100.00 (allowed amount) - $1,324.00 (my responsibility) = $1,776.00. A quick check confirms this: $2,220.00 (coinsurance base) * 0.80 (plan's share) = $1,776.00.
**Final Summary of Claim 2 Adjudication:**
* **Member Responsibility:** $1,324.00
* **Plan Paid:** $1,776.00
* **Deductible Applied (this claim):** $880.00
* **Copay Amount:** $0.00 (as expected)
* **Coinsurance Amount:** $444.00
* **Ending Member Deductible (cumulative):** $1,500.00 ($620.00 from Claim 1 + $880.00 from Claim 2). It's fully met now.
* **Ending Member OOPM (cumulative):** $1,944.00 ($620.00 from Claim 1 + $880.00 + $444.00 from Claim 2). This represents my total out-of-pocket spent so far this year.
**Overall Checks and Balances:**
I'm making sure all my numbers are clean, plain figures with two decimal places. A fundamental check is that for Claim 2, Member Responsibility ($1,324.00) + Plan Paid ($1,776.00) equals the Allowed Amount ($3,100.00). It does.
I also re-confirmed that outpatient surgery isn't a listed copay service, so it correctly defaults to deductible and coinsurance. My deductible calculation seems solid: $1500 limit met exactly by the $620 + $880. And my OOPM accumulation is also correct, sitting at $1944.00 which is well within the $6000 limit. Everything looks consistent and accurately tracked according to the plan's rules.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,141 tokens
**My Thought Process on Processing Claims Under the Bluebonnet PPO 1500 (2026) Plan**
Alright, let's break down how I'm processing these claims. I've got the Bluebonnet PPO 1500 plan details for 2026 right in front of me: an individual deductible of $1,500, an individual Out-of-Pocket Maximum (OOPM) of $6,000, and a coinsurance of 20% for me and 80% for the plan. This is an embedded plan, which is standard. I also have specific copays for different services – PCP, specialist, urgent care, ER (with an admission waiver), and generic prescriptions – but importantly, these copays don't count towards my deductible, though they *do* credit towards my OOPM. Preventive services are fully covered, which is great.
The core of my task is to adjudicate these claims sequentially, updating the accumulators after each one.
First up is Claim 1, for diagnostic imaging, which is an in-network service. The allowed amount is $620. At this point, my deductible is $0/$1,500 and my OOPM is $0/$6,000. Since diagnostic imaging isn't a copay-based service and I haven't met my deductible, this amount will go towards that. The $620 allowed amount is less than my remaining deductible of $1,500. So, the full $620 is applied to my deductible. No coinsurance applies here because the entire allowed amount was absorbed by the deductible. My responsibility for this claim is $620, entirely from the deductible. The plan pays nothing.
Now, I update the accumulators: my deductible balance decreases by $620, bringing it to $620/$1,500. My OOPM balance also increases by $620, bringing it to $620/$6,000. These updates apply to both individual and family accumulators since it's an embedded plan.
Next, I'm on to Claim 2, an outpatient surgery, also in-network. The allowed amount here is $3,100. My current deductible balance is $620, meaning I have $880 remaining ($1,500 - $620). My current OOPM balance is $620, leaving $5,380 remaining.
Outpatient surgery, like the diagnostic imaging, is subject to deductible and then coinsurance. I need to apply the remaining deductible first. The allowed amount is $3,100, and my remaining deductible is $880. So, I'll apply the full $880 to my deductible. This leaves $2,220 of the allowed amount ($3,100 - $880) that's now subject to coinsurance.
My coinsurance is 20%, so I'll owe 20% of that remaining $2,220, which is $444. The plan will cover the other 80%, which is $1,776.
Now I need to check this against my OOPM. My total cost share for this claim is the $880 from the deductible plus the $444 from coinsurance, totaling $1,324. This $1,324 is well within my remaining OOPM of $5,380, so the full $1,324 is my responsibility for this claim. The plan pays $1,776.
Finally, I update the accumulators for the end of this claim process. My deductible is now fully met: the previous $620 plus the $880 applied from this claim equals $1,500. My OOPM balance increases by my responsibility for this claim: $620 (previous) + $1,324 (current claim) = $1,944/$6,000.
So, the final breakdown for Claim 2 is: my responsibility is $1,324, the plan paid $1,776, $880 of the deductible was applied, $0 in copays, and $444 in coinsurance. The ending member deductible is $1,500, and the ending member OOPM is $1,944.
I've double-checked that both services were in-network, confirmed that diagnostic imaging and outpatient surgery are not copay services under this plan structure, and verified that the calculations for deductible, coinsurance, and accumulator updates are correct. All dates and currency formats are as expected. The data points requested for the final output seem to align perfectly with my calculations.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 3,565 tokens
**Understanding My Bluebonnet PPO 1500 Plan's Financial Impact**
Alright, let's break down how this Bluebonnet PPO 1500 plan works for me, focusing on the financial implications of the services I've just processed.
First off, I've got a $1500 individual deductible that I need to meet before the plan starts contributing to my costs for most services. Once the deductible is met, I'll be looking at a 20% coinsurance on the allowed amount, up to an out-of-pocket maximum (OOPM) of $6000. It's crucial to remember that copays, which I didn't encounter in these specific transactions, don't count towards my deductible but *do* count towards my OOPM. Preventive care, thankfully, is fully covered and bypasses all these cost-sharing mechanisms. All calculations are based on the "Allowed Amount" negotiated by the plan.
My starting point for both my individual deductible and OOPM is $0.00.
Now, let's look at the first service: **Diagnostic Imaging, in-network**. The allowed amount here was $620.00. Since my deductible balance was $0.00 and the threshold is $1500.00, this entire $620.00 gets applied directly to my deductible. It's not a copay service, so it's subject to deductible and coinsurance. My deductible remaining is $1500.00 - $620.00 = $880.00. The remaining allowed amount after the deductible is $0.00, so my coinsurance is 20% of $0.00, which is $0.00. Therefore, for this first claim, my responsibility is the full $620.00, applied entirely to my deductible. The plan paid $0.00. My accumulators are updated: Member Deductible is now $620.00, and Member OOPM is also $620.00. Family deductibles and OOPMs would also reflect this, but since I'm focusing on individual impact, that's the key figure.
Next, the **Outpatient Surgery, in-network**. The allowed amount is $3100.00. My deductible balance from the previous claim is $620.00, leaving $1500.00 - $620.00 = $880.00 remaining on my deductible. This $880.00 is applied to the deductible because the allowed amount of $3100.00 is greater than the remaining deductible. The remaining allowed amount after applying the deductible is $3100.00 - $880.00 = $2220.00. Now, coinsurance kicks in: I'm responsible for 20% of this $2220.00, which is $0.20 * $2220.00 = $444.00. So, my total responsibility for this claim is $880.00 (deductible) + $444.00 (coinsurance) = $1324.00.
I need to check this against my OOPM. My OOPM before this claim was $620.00. Adding my responsibility of $1324.00 brings my potential OOPM to $620.00 + $1324.00 = $1944.00. This is well within my individual OOPM limit of $6000.00, so the full $1324.00 stands. The plan's payment for this claim is $3100.00 (allowed) - $1324.00 (my responsibility) = $1776.00. Alternatively, it's 80% of the coinsurance portion: 0.80 * $2220.00 = $1776.00. The total for the claim adds up: $1324.00 + $1776.00 = $3100.00.
So, after these two services, my accumulators are:
* My deductible has been fully met: $620.00 (from claim 1) + $880.00 (from claim 2) = $1500.00.
* My OOPM has increased: $620.00 (from claim 1) + $1324.00 (from claim 2) = $1944.00.
The specific details for this second claim are: my responsibility is $1324.00, the plan paid $1776.00, $880.00 was applied to my deductible, $0.00 was a copay, $444.00 was coinsurance, my ending deductible balance is $1500.00, and my ending OOPM is $1944.00.
I've double-checked the math and the plan rules. Since neither diagnostic imaging nor outpatient surgery are listed with specific copays, they correctly fall under the deductible and coinsurance structure. Also, the "embedded" structure of the deductible means my individual limit is the one that matters for my personal out-of-pocket costs. Everything seems to align with the plan's provisions.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K3 · Moonshot2.6s · 332 out | 4.8s · 705 out | 28.0s · 578 out
Reasoning · 200 tokens
We need answer exactly JSON. Need adjudicate.
Plan: individual deductible 1500, family embedded. Accumulators 0.
Claim1 in-network diagnostic imaging allowed 620. Subject deductible/coinsurance. Member pays deductible 620 (allowed applies to deductible), plan 0. Accumulators: member deductible 620, family deductible 620. OOPM member 620, family 620 (deductible credits OOPM generally, yes cost share).
Claim2 allowed 3100. Remaining individual deductible 880. Member pays 880 deductible. Remaining allowed 3100-880 = 2220 subject coinsurance 20% = 444.00 member, plan 80% = 1776.00. Total member claim2 = 1324. Plan paid 1776. 880+444+1776=3100 yes.
Ending member deductible 1500. Member OOPM: 620+1324 = 1944.00. Copay 0.
Check rounding: 2220*0.2=444 exact.
Need output keys.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 498 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500
- Individual deductible (in-network): 1500.00
- Family deductible: 3000.00 (embedded)
- Coinsurance after deductible, in-network: 20% member / 80% plan
- OOPM individual (in-network): 6000.00
- Copays don't credit deductible; copays credit OOPM.
- Neither claim is a copay service (diagnostic imaging, outpatient surgery) — both subject to deductible and coinsurance.
Accumulators before Claim 1: all 0.00.
Claim 1 — 2026-03-04, diagnostic imaging, in-network, allowed 620.00.
- Deductible remaining: 1500.00. Apply 620.00 to deductible.
- Member pays 620.00, plan pays 0.00.
- After Claim 1: member deductible = 620.00, member OOPM = 620.00, family deductible = 620.00, family OOPM = 620.00.
Claim 2 — 2026-03-21, outpatient surgery, in-network, allowed 3100.00.
- Deductible remaining: 1500.00 - 620.00 = 880.00.
- Apply 880.00 to deductible. Member pays 880.00.
- Remaining allowed: 3100.00 - 880.00 = 2220.00.
- Coinsurance: member 20% of 2220.00 = 444.00; plan 80% = 1776.00.
- Member responsibility for Claim 2: 880.00 + 444.00 = 1324.00.
- Plan paid for Claim 2: 1776.00.
- Check OOPM: member OOPM before claim 2 = 620.00; after = 620.00 + 1324.00 = 1944.00. Below 6000.00, so no OOPM cap effect.
- Ending member deductible: 1500.00 (fully met: 620 + 880 = 1500).
- Ending member OOPM: 1944.00.
Fields:
- member_responsibility: 1324.00
- plan_paid: 1776.00
- deductible_applied: 880.00
- copay_amount: 0.00
- coinsurance_amount: 444.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1944.00
Check: member_responsibility + plan_paid = 1324.00 + 1776.00 = 3100.00 ✓
Output exactly one JSON block, nothing else.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 474 tokens
Let me work through this benefit adjudication.
Plan: Bluebonnet PPO 1500
- Individual deductible (in-network): 1500.00
- Embedded structure
- Individual OOPM (in-network): 6000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Copays don't credit deductible, always credit OOPM.
Starting accumulators: all 0.00.
Claim 1 — 2026-03-04: Diagnostic imaging, in-network, allowed 620.00.
- No copay applies (diagnostic imaging isn't a copay service).
- Deductible applies first: member has 1500 individual deductible, 0 credited.
- Member pays 620.00 toward deductible. Deductible accumulator: 620.00.
- OOPM: 620.00 credited.
- Plan pays 0.00.
Claim 2 — 2026-03-21: Outpatient surgery, in-network, allowed 3100.00.
- Remaining deductible: 1500 - 620 = 880.00.
- Deductible applied: 880.00.
- Remaining after deductible: 3100 - 880 = 2220.00.
- Coinsurance: member 20% = 444.00; plan 80% = 1776.00.
- Member responsibility for claim 2: 880 + 444 = 1324.00.
- Plan paid: 1776.00.
- Check OOPM: member OOPM after claim 1 = 620. After claim 2: 620 + 1324 = 1944.00. Below 6000, so no OOPM cap.
- No copay.
Final claim fields:
- member_responsibility: 1324.00
- plan_paid: 1776.00
- deductible_applied: 880.00
- copay_amount: 0.00
- coinsurance_amount: 444.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1944.00
Check: 1324 + 1776 = 3100. ✓json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Gemini 2.5 Pro · Google19.2s · 2,153 out | 22.2s · 2,322 out | 14.6s · 1,628 out
Reasoning · 2,028 tokens
Alright, let's break down this adjudication process. I'm looking at two claims, both falling within the 2026 plan year, which has an individual deductible of $1500 and an out-of-pocket maximum (OOPM) of $6000. The coinsurance is 80/20 after the deductible. My starting point is zero for all accumulators.
First, I tackle Claim 1, a diagnostic imaging service on March 4th. The allowed amount is $620. Since this is subject to the deductible and my current member deductible is $0, the entire $620 applies directly to my individual deductible. This means I'm responsible for the full $620, and the plan pays nothing for this claim. After this, my member deductible accumulator stands at $620, and my OOPM also goes up by $620, to $620.
Next, I move on to Claim 2, an outpatient surgery on March 21st with an allowed amount of $3100. Now, I need to see how this interacts with my remaining deductible and OOPM. My individual deductible is $1500, and I've already met $620 of it from Claim 1, leaving $880 still outstanding. So, the first $880 of this $3100 allowed amount will go towards meeting that remaining deductible. This means I'm responsible for that $880.
With the deductible now met, the remaining portion of the allowed amount ($3100 - $880 = $2220) is subject to the 20% coinsurance. So, my coinsurance responsibility for this claim is $2220 * 0.20 = $444. There's no copay for this service, so that's $0.
Adding up my responsibility for Claim 2, I have $880 (deductible) + $444 (coinsurance) = $1324. The plan, in turn, pays the remaining 80% of that post-deductible amount, which is $2220 * 0.80 = $1776.
Now, I need to update my accumulators based on Claim 2. My member deductible, which was at $620 after Claim 1, now increases by the $880 applied in Claim 2, bringing my total met deductible to $1500 – fully met! My OOPM, which was at $620 after Claim 1, increases by my responsibility for Claim 2 ($1324), reaching a new total of $1944. This is still well within the $6000 individual OOPM limit.
So, to summarize the financial details for the second claim, my member responsibility is $1324, and the plan paid $1776. The deductible applied to this claim was $880, the coinsurance amount was $444, and there was no copay. Looking at the final totals for the plan year after both claims, my ending member deductible is $1500, and my ending member OOPM is $1944.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 2,197 tokens
Alright, let's break down this adjudication process. My primary objective is to process two claims and then meticulously detail the cost-sharing breakdown for the second one. To ensure accuracy, I've outlined a clear, step-by-step approach.
First, I need to thoroughly understand the rules laid out in the plan document. This means scrutinizing the plan year, deductible amounts (both individual and family, noting the embedded structure which is key here, meaning the individual limit of $1500 applies to this member), and the Out-of-Pocket Maximum (OOPM) for individuals ($6000) and families ($12000). I've also noted the in-network coinsurance structure: 20% for the member and 80% for the plan, kicking in *after* the deductible is met. The plan document's specific rule about copays not crediting the deductible but always crediting the OOPM is an important detail, though it won't directly impact these particular claims as the services don't have listed copays and will fall under deductible/coinsurance. Critically, I understand that all cost-sharing calculations will be based on the allowed amount.
Next, I'll review the initial state of the member's accumulators: both the individual deductible and OOPM, as well as the family ones, are currently at $0.00.
Now, I'll adjudicate Claim 1. This is for diagnostic imaging, an in-network service with an allowed amount of $620.00.
1. Since there's no specific copay for diagnostic imaging, it's subject to deductible and coinsurance.
2. The member's individual deductible is $1500, and they have $0.00 accumulated so far. So, the remaining deductible is the full $1500.
3. The allowed amount of $620.00 is less than the remaining deductible. Therefore, the entire $620.00 will be applied to the member's deductible.
4. Because the full allowed amount satisfied the deductible, there's no amount left for coinsurance, so the coinsurance is $0.00.
5. My total member responsibility for Claim 1 is $620.00 (deductible) + $0.00 (coinsurance) = $620.00.
6. Consequently, the plan pays $0.00 for this claim ($620.00 allowed amount - $620.00 member responsibility).
After adjudicating Claim 1, I need to update the accumulators.
* The member's deductible accumulator increases by the $620.00 applied, bringing it to $620.00.
* The member's OOPM accumulator also increases by the $620.00 member responsibility (as all member cost-sharing, including deductible, typically counts towards OOPM unless explicitly excluded). This brings the OOPM accumulator to $620.00.
Now for Claim 2, an outpatient surgery, in-network, with an allowed amount of $3100.00. The accumulators coming into this claim are: Member Deductible $620.00 and Member OOPM $620.00.
1. Again, no specific copay applies, so it's deductible and coinsurance.
2. The remaining deductible is $1500.00 (total deductible) - $620.00 (accumulated) = $880.00. This $880.00 of the allowed amount will be applied to satisfy the deductible for this claim.
3. Now for coinsurance. The portion of the allowed amount remaining after the deductible is $3100.00 (allowed) - $880.00 (deductible applied) = $2220.00. With a 20% member coinsurance, the member's coinsurance amount for this claim is $2220.00 * 0.20 = $444.00.
4. I need to check against the OOPM. The total member cost share for this claim is $880.00 (deductible) + $444.00 (coinsurance) = $1324.00. Adding this to the current OOPM accumulator ($620.00) brings the total to $1944.00. This is still well within the individual OOPM of $6000.00, so the OOPM is not reached, and the calculated amounts are correct.
5. Putting it all together for Claim 2:
* `member_responsibility`: $880.00 (deductible) + $444.00 (coinsurance) = $1324.00.
* `plan_paid`: $3100.00 (allowed) - $1324.00 (member responsibility) = $1776.00. (Alternatively, the plan's 80% share of the $2220.00 coinsurance portion: $2220.00 * 0.80 = $1776.00. This matches.)
* `deductible_applied`: $880.00.
* `copay_amount`: $0.00.
* `coinsurance_amount`: $444.00.
Finally, I update the accumulators one last time after Claim 2.
* The `ending_member_deductible` will be the previous $620.00 plus the $880.00 applied on Claim 2, totaling $1500.00. The individual deductible is now met.
* The `ending_member_oopm` will be the previous $620.00 plus the $1324.00 member responsibility for Claim 2, totaling $1944.00.
I've double-checked all the calculations and keys, ensuring they align with the plan rules and the adjudication steps. Everything looks consistent, and I'm now ready to format these findings into the final JSON output.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,503 tokens
Alright, I've gone through the claims and the plan details. My thought process was to first understand the rules of the "Bluebonnet PPO 1500" plan – the individual deductible and out-of-pocket maximum, and how coinsurance works after the deductible is met. I also noted that copays, if they existed for these services, wouldn't apply to the deductible but would count towards the OOPM.
Then, I looked at where we stood with the accumulators at the beginning of the year, which was at zero for everything.
The first claim, for diagnostic imaging on March 4th, had an allowed amount of $620. Since the individual deductible is $1500 and we hadn't met any of it yet, this entire $620 was applied directly to my deductible. So, for that first claim, I was responsible for the full $620, and the plan paid nothing. This updated my year-to-date deductible to $620 and my year-to-date out-of-pocket to $620.
Now, for the second claim, the outpatient surgery on March 21st, with an allowed amount of $3100. I already had $620 applied to my deductible from the first claim, so I still had $1500 - $620 = $880 left to meet for my individual deductible. The first part of this surgery claim, $880, went towards satisfying that remaining deductible. So, I paid that $880.
After that $880 was applied to the deductible, there was $3100 - $880 = $2220 remaining from the allowed amount. This remaining $2220 is subject to coinsurance, which is 20% for me. So, 20% of $2220 is $444. That's the coinsurance amount I'm responsible for. The plan then picks up the remaining 80%, which is $1776.
So, for this second claim, my total responsibility is the $880 deductible plus the $444 coinsurance, totaling $1324. The plan's payment for this claim is the $1776 for the coinsurance portion.
Looking at the final financial breakdown for this second claim, my total responsibility is $1324. The plan paid $1776. The deductible applied for this specific claim was $880, with no copay. The coinsurance amount was $444.
After this claim, my year-to-date deductible is now fully met at $1500 ($620 from claim 1 + $880 from claim 2). My year-to-date out-of-pocket maximum has increased by my total responsibility for this second claim ($1324), bringing my total to $620 (from claim 1) + $1324 (from claim 2), which equals $1944. This is still well within the $6000 individual OOPM.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.2 · Z.ai6.3s · 868 out | 6.2s · 570 out | 7.8s · 728 out
Reasoning · 741 tokens
Let me work through these claims step by step.
Plan: Bluebonnet PPO 1500
- Individual deductible (in-network): 1500.00
- Coinsurance after deductible (in-network): 20% member / 80% plan
- OOPM individual (in-network): 6000.00
- Copays don't count toward deductible but do count toward OOPM
Accumulators before Claim 1:
- Member deductible credited YTD: 0.00
- Member OOP credited YTD: 0.00
- Family deductible credited YTD: 0.00
- Family OOP credited YTD: 0.00
Claim 1 — 2026-03-04
- Diagnostic imaging, in-network
- Allowed amount: 620.00
- No copay for diagnostic imaging
- Deductible remaining: 1500.00
- Apply 620.00 to deductible
- Deductible applied: 620.00
- Coinsurance: 0 (deductible not yet met)
- Plan paid: 0.00
- Member responsibility: 620.00
After Claim 1:
- Member deductible credited: 620.00
- Member OOP credited: 620.00
- Family deductible credited: 620.00
- Family OOP credited: 620.00
Claim 2 — 2026-03-21
- Outpatient surgery, in-network
- Allowed amount: 3100.00
- Deductible remaining: 1500.00 - 620.00 = 880.00
- Apply 880.00 to deductible
- Deductible applied: 880.00
- Remaining after deductible: 3100.00 - 880.00 = 2220.00
- Coinsurance: 20% of 2220.00 = 444.00
- Plan pays: 80% of 2220.00 = 1776.00
- Member responsibility: 880.00 + 444.00 = 1324.00
- Plan paid: 1776.00
- Check: 1324.00 + 1776.00 = 3100.00 ✓
After Claim 2:
- Member deductible credited: 620.00 + 880.00 = 1500.00
- Member OOP credited: 620.00 + 1324.00 = 1944.00
- Family deductible credited: 620.00 + 880.00 = 1500.00
- Family OOP credited: 620.00 + 1324.00 = 1944.00
Required fields for Claim 2:
- member_responsibility: 1324.00
- plan_paid: 1776.00
- deductible_applied: 880.00
- copay_amount: 0.00 (no copay for outpatient surgery)
- coinsurance_amount: 444.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1944.00
Wait, let me double-check the OOPM. Does deductible count toward OOPM? Yes, typically it does. The OOPM includes deductible and coinsurance and copays.
So after Claim 2:
- Member OOP = 620.00 (from Claim 1) + 1324.00 (from Claim 2) = 1944.00
That's correct.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 472 tokens
Let me adjudicate these claims in order.
**Claim 1 — 2026-03-04**
- Service: Diagnostic imaging, in-network
- Allowed amount: 620.00
- Member deductible YTD: 0.00
- No copay applies (diagnostic imaging doesn't have a copay listed)
- Deductible remaining: 1500.00
- Since deductible not met, member pays the allowed amount toward deductible (620.00 ≤ 1500.00)
- Deductible applied: 620.00
- Coinsurance: 0.00
- Copay: 0.00
- Member responsibility: 620.00
- Plan paid: 0.00
- Member deductible after: 620.00
- Member OOPM after: 620.00
**Claim 2 — 2026-03-21**
- Service: Outpatient surgery, in-network
- Allowed amount: 3100.00
- Member deductible YTD before claim 2: 620.00
- Deductible remaining: 1500.00 - 620.00 = 880.00
- No copay applies (outpatient surgery doesn't have a copay listed)
- Deductible applied: 880.00 (remaining deductible)
- After deductible: 3100.00 - 880.00 = 2220.00 subject to coinsurance
- Coinsurance: 20% member = 2220.00 * 0.20 = 444.00
- Plan pays: 80% = 2220.00 * 0.80 = 1776.00
- Member responsibility: 880.00 (deductible) + 444.00 (coinsurance) = 1324.00
- Plan paid: 1776.00
- Check: 1324.00 + 1776.00 = 3100.00 ✓
- Member deductible after: 620.00 + 880.00 = 1500.00
- Member OOPM after: 620.00 + 1324.00 = 1944.00json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 630 tokens
Let me adjudicate the claims in order.
**Claim 1 — 2026-03-04**
- Diagnostic imaging, in-network
- Allowed amount: 620.00
- No copay listed for diagnostic imaging, so it's subject to deductible and coinsurance
- Member deductible accumulator before: 0.00
- Individual in-network deductible: 1500.00
- 620.00 goes toward deductible
- Deductible applied: 620.00
- Coinsurance: 0.00 (deductible not yet met)
- Copay: 0.00
- Plan paid: 0.00
- Member responsibility: 620.00
After Claim 1:
- Member deductible credited: 620.00
- Member OOPM credited: 620.00
- Family deductible: 620.00
- Family OOPM: 620.00
**Claim 2 — 2026-03-21**
- Outpatient surgery, in-network
- Allowed amount: 3100.00
- No copay for outpatient surgery, subject to deductible and coinsurance
- Member deductible accumulator before: 620.00
- Individual deductible: 1500.00
- Remaining deductible: 1500.00 - 620.00 = 880.00
- Deductible applied from Claim 2: 880.00
- After deductible: 3100.00 - 880.00 = 2220.00 subject to coinsurance
- Coinsurance (20% member): 2220.00 * 0.20 = 444.00
- Plan pays (80%): 2220.00 * 0.80 = 1776.00
- Copay: 0.00
- Member responsibility: 880.00 + 444.00 = 1324.00
- Plan paid: 1776.00
- Check: 1324.00 + 1776.00 = 3100.00 ✓
After Claim 2:
- Member deductible credited: 620.00 + 880.00 = 1500.00
- Member OOPM credited: 620.00 + 1324.00 = 1944.00
- Family deductible: 620.00 + 880.00 = 1500.00
- Family OOPM: 620.00 + 1324.00 = 1944.00
Required fields for Claim 2:
- member_responsibility: 1324.00
- plan_paid: 1776.00
- deductible_applied: 880.00
- copay_amount: 0.00
- coinsurance_amount: 444.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1944.00json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Opus 4.8 · Anthropic4.2s · 300 out | 5.0s · 402 out | 3.8s · 297 out
Claim 1: Deductible 0, allowed 620. Member pays 620 (deductible). Ded=620, OOPM=620.
Claim 2: allowed 3100. Remaining deductible=1500-620=880. Deductible applied 880. Remaining 3100-880=2220 at 20% coinsurance=444. Member=880+444=1324. Check OOPM: 620+1324=1944 <6000, fine.
Plan paid=3100-1324=1776.
Ending ded=1500. Ending OOPM=1944.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Claim 1: Deductible 0, allowed 620. Applies to deductible fully (620 < 1500). Member pays 620.00 deductible. Member deductible = 620, OOPM = 620.
Claim 2: allowed 3100. Deductible remaining = 1500-620 = 880. Apply 880 to deductible. Remaining 3100-880 = 2220 subject to 20% coinsurance = 444.00.
Check OOPM: current OOPM 620. Member responsibility so far this claim = 880 + 444 = 1324. New OOPM = 620+1324 = 1944 < 6000. OK.
Member responsibility = 1324.00, plan paid = 2220-444 = 1776.00.
Ending deductible = 620+880 = 1500.00
Ending OOPM = 620+1324 = 1944.00
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Claim 1: Deductible 0, allowed 620. Member deductible 0→620, all to deductible. Member responsibility 620, OOPM 620.
Claim 2: allowed 3100. Deductible remaining = 1500-620=880. Apply 880 to deductible. Remaining 3100-880=2220 subject to 20% coinsurance = 444. Member = 880+444=1324. Plan = 3100-1324=1776.
Ending deductible = 1500. Ending OOPM = 620+1324=1944.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Sonnet 5 · Anthropic5.0s · 482 out | 4.1s · 412 out | 5.0s · 509 out
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Sonnet 4.6 · Anthropic7.6s · 520 out | 10.0s · 686 out | 10.6s · 724 out
I'll adjudicate each claim in order, tracking accumulators.
**Claim 1 — Diagnostic imaging, in-network**
- Allowed: 620.00
- No copay for diagnostic imaging
- Deductible applies: member has 0.00 credited, needs 1500.00
- 620.00 applied to deductible (does not exceed 1500.00)
- Member pays: 620.00 (all deductible)
- Plan pays: 0.00
- Ending member deductible: 620.00
- Ending member OOPM: 620.00
**Claim 2 — Outpatient surgery, in-network**
- Allowed: 3100.00
- No copay for outpatient surgery
- Remaining deductible: 1500.00 - 620.00 = 880.00
- Apply 880.00 to deductible → deductible satisfied
- Remaining allowed after deductible: 3100.00 - 880.00 = 2220.00
- Coinsurance on remaining: member 20% × 2220.00 = 444.00
- Member total: 880.00 + 444.00 = 1324.00
- Check OOPM: 620.00 (prior) + 1324.00 = 1944.00 ≤ 6000.00, no cap
- Plan pays: 3100.00 - 1324.00 = 1776.00
- Ending member deductible: 1500.00
- Ending member OOPM: 620.00 + 1324.00 = 1944.00
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}I need to adjudicate both claims in order, tracking accumulators.
---
**Claim 1 — Diagnostic imaging, in-network**
- Allowed: 620.00
- No copay for diagnostic imaging
- Deductible applies first
- Member deductible before: 0.00, remaining: 1500.00
- 620.00 goes fully to deductible (620.00 < 1500.00 remaining)
- Deductible applied: 620.00
- Coinsurance: 0.00 (deductible not yet satisfied)
- Member responsibility: 620.00
- Plan paid: 0.00
**Accumulators after Claim 1:**
- Member deductible: 620.00
- Member OOPM: 620.00
- Family deductible: 620.00
- Family OOPM: 620.00
---
**Claim 2 — Outpatient surgery, in-network**
- Allowed: 3100.00
- No copay for outpatient surgery
- Deductible remaining: 1500.00 - 620.00 = 880.00
- First 880.00 of allowed goes to deductible
- Remaining after deductible: 3100.00 - 880.00 = 2220.00
- Coinsurance on 2220.00: member 20% = 444.00, plan 80% = 1776.00
- Member responsibility before OOPM check: 880.00 + 444.00 = 1324.00
- Member OOPM before this claim: 620.00
- OOPM remaining: 6000.00 - 620.00 = 5380.00
- Member responsibility (1324.00) < 5380.00 remaining OOPM → no cap
- Member responsibility: 1324.00
- Plan paid: 3100.00 - 1324.00 = 1776.00
**Accumulators after Claim 2:**
- Member deductible: 620.00 + 880.00 = 1500.00 (fully satisfied)
- Member OOPM: 620.00 + 1324.00 = 1944.00
- Family deductible: 1500.00
- Family OOPM: 1944.00
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}I need to adjudicate Claim 1 first to get updated accumulators, then adjudicate Claim 2.
---
**Claim 1 — Diagnostic imaging, in-network — Allowed: 620.00**
Starting accumulators: Deductible = 0.00, OOPM = 0.00
Individual deductible remaining: 1500.00 - 0.00 = 1500.00
No copay for diagnostic imaging. Subject to deductible then coinsurance.
Deductible applied: 620.00 (full allowed amount goes to deductible; 620.00 < 1500.00 remaining)
Coinsurance: 0.00 (deductible not yet satisfied)
Member responsibility: 620.00
Plan paid: 0.00
Updated accumulators after Claim 1:
- Member deductible: 620.00
- Member OOPM: 620.00
- Family deductible: 620.00
- Family OOPM: 620.00
---
**Claim 2 — Outpatient surgery, in-network — Allowed: 3100.00**
Starting accumulators: Deductible = 620.00, OOPM = 620.00
Individual deductible remaining: 1500.00 - 620.00 = 880.00
No copay for outpatient surgery. Subject to deductible then coinsurance.
Deductible applied: 880.00 (remaining deductible is satisfied)
Remaining allowed after deductible: 3100.00 - 880.00 = 2220.00
Coinsurance (member 20%): 2220.00 × 0.20 = 444.00
Check OOPM: Member OOPM before = 620.00; total member cost = 880.00 + 444.00 = 1324.00; running OOPM = 620.00 + 1324.00 = 1944.00 ≤ 6000.00. No OOPM cap hit.
Member responsibility: 880.00 + 444.00 = 1324.00
Plan paid: 3100.00 - 1324.00 = 1776.00
Updated accumulators after Claim 2:
- Member deductible: 620.00 + 880.00 = 1500.00
- Member OOPM: 620.00 + 1324.00 = 1944.00
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.3 · Z.ai3.1s · 815 out | 4.8s · 921 out | 4.2s · 691 out
Reasoning · 717 tokens
Let me work through this.
Plan: Bluebonnet PPO 1500.
- Individual in-network deductible: 1500.00, embedded.
- Coinsurance in-network after deductible: 20% member / 80% plan.
- Copays don't credit deductible; copays credit OOPM.
- Preventive services covered at 100% — not relevant here (diagnostic imaging and outpatient surgery are not preventive).
Accumulators before Claim 1: deductible 0.00, OOPM 0.00, family 0.00/0.00.
Claim 1 — 2026-03-04, diagnostic imaging, in-network, allowed 620.00. No copay applies (diagnostic imaging isn't listed as copay service; subject to deductible and coinsurance).
Member pays toward deductible: 620.00 (since deductible is 1500.00, remaining 880.00). No coinsurance since deductible not met. Plan pays 0.00.
After Claim 1: member deductible credited = 620.00. OOPM = 620.00. Family deductible = 620.00. Family OOPM = 620.00.
Claim 2 — outpatient surgery, in-network, allowed 3100.00.
Remaining deductible: 1500.00 - 620.00 = 880.00. Member pays 880.00 toward deductible.
After deductible met, remaining allowed: 3100.00 - 880.00 = 2220.00. Coinsurance 20% member: 2220.00 × 0.20 = 444.00. Plan pays 80%: 2220.00 × 0.80 = 1776.00.
Member responsibility: 880.00 + 444.00 = 1324.00.
Plan paid: 1776.00.
Check: 1324.00 + 1776.00 = 3100.00 ✓.
OOPM check: member OOPM after claim 1 = 620.00. Adding 1324.00 → 1944.00. Well below 6000.00 individual OOPM. No cap triggered.
Family deductible: 620 + 880 = 1500... wait, family deductible total = 620.00 + 1500? No — family deductible credited = 620 + (deductible portion of claim 2 = 880) = 1500.00. Actually the member deductible after claim 2 = 1500.00 (fully met). Family deductible credited = 1500.00.
Ending member deductible accumulator = 1500.00.
Ending member OOPM = 620.00 + 1324.00 = 1944.00.
Required fields for final claim (Claim 2):
- member_responsibility: 1324.00
- plan_paid: 1776.00
- deductible_applied: 880.00
- copay_amount: 0.00
- coinsurance_amount: 444.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1944.00
All numbers with two decimals. member_responsibility + plan_paid = 3100.00 = allowed amount ✓.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 618 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500.
- Individual in-network deductible: 1500.00
- Embedded structure.
- Coinsurance in-network after deductible: 20% member / 80% plan.
- OOPM individual in-network: 6000.00.
Accumulators before Claim 1:
- Member deductible credited YTD: 0.00
- Member OOP credited YTD: 0.00
- Family: 0.00 / 0.00
Claim 1 — 2026-03-04, diagnostic imaging, in-network, allowed 620.00.
No copay applies (imaging is not a listed copay service; it goes to deductible/coinsurance).
Deductible remaining: 1500.00. The allowed 620.00 goes entirely to deductible.
Member pays 620.00, plan pays 0.00.
After Claim 1:
- Member deductible credited: 620.00
- Member OOP: 620.00
- Family deductible: 620.00
- Family OOP: 620.00
Claim 2 — 2026-03-21, outpatient surgery, in-network, allowed 3100.00.
Deductible remaining for the member: 1500.00 − 620.00 = 880.00.
So 880.00 goes to deductible. Member pays 880.00.
Remaining allowed after deductible: 3100.00 − 880.00 = 2220.00.
Coinsurance at 20% member: 2220.00 × 0.20 = 444.00.
Member coinsurance: 444.00. Plan pays 80% of 2220.00 = 1776.00.
Check OOPM: member OOP after Claim 1 was 620.00. Adding 880.00 + 444.00 = 1324.00 → total 1944.00, well under 6000.00 individual OOPM. No OOPM cap hit.
Member responsibility for Claim 2: 880.00 + 444.00 = 1324.00.
Plan paid: 1776.00.
Sum: 1324.00 + 1776.00 = 3100.00 = allowed. ✓
Deductible applied (Claim 2): 880.00.
Copay amount: 0.00.
Coinsurance amount: 444.00.
Ending accumulators after all claims:
- Member deductible credited: 620.00 + 880.00 = 1500.00 (deductible satisfied).
- Member OOP: 620.00 + 1324.00 = 1944.00.
The question asks for ending_member_deductible and ending_member_oopm — these are the member's accumulators after all claims. So 1500.00 and 1944.00.
Note: "ending_member_deductible" — member deductible accumulator after all claims. That's the credited amount, 1500.00. Some might interpret as remaining deductible, but the standard reading in this harness: "Accumulator: the running year-to-date total of a member's deductible or OOPM." So the accumulator is the credited total: 1500.00. And OOPM accumulator: 1944.00.
JSON fields:
- member_responsibility: 1324.00
- plan_paid: 1776.00
- deductible_applied: 880.00
- copay_amount: 0.00
- coinsurance_amount: 444.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1944.00json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 432 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500, plan year 2026.
- Individual in-network deductible: 1500.00
- Embedded structure
- In-network coinsurance: 20% member / 80% plan
- Individual in-network OOPM: 6000.00
- Copays don't credit deductible, copays credit OOPM.
Member accumulators before Claim 1: deductible 0.00, OOPM 0.00.
Claim 1 — 2026-03-04, diagnostic imaging, in-network, allowed 620.00.
No copay listed for imaging, so it's subject to deductible and coinsurance.
Deductible applied: member has 0.00 credited, individual deductible 1500.00. So the full 620.00 goes to deductible.
Member responsibility: 620.00. Plan paid: 0.00.
Deductible accumulator after: 620.00. OOPM after: 620.00.
Claim 2 — 2026-03-21, outpatient surgery, in-network, allowed 3100.00.
Deductible remaining: 1500.00 − 620.00 = 880.00.
Deductible applied: 880.00.
Remaining after deductible: 3100.00 − 880.00 = 2220.00.
Coinsurance 20% of 2220.00 = 444.00.
Member responsibility: 880.00 + 444.00 = 1324.00.
Plan paid: 80% of 2220.00 = 1776.00.
Check: 1324.00 + 1776.00 = 3100.00. ✓
OOPM check: total OOPM after claim 1 (620.00) + claim 2 (1324.00) = 1944.00. Well below 6000.00 individual OOPM, so no OOPM reached.
Ending accumulators:
- Member deductible: 1500.00 (fully satisfied).
- Member OOPM: 620.00 + 1324.00 = 1944.00.
Required fields:
- member_responsibility: 1324.00
- plan_paid: 1776.00
- deductible_applied: 880.00
- copay_amount: 0.00
- coinsurance_amount: 444.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1944.00
All numbers with two decimal places. member_responsibility + plan_paid = 3100.00 = allowed amount of final claim. ✓json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Max · Alibaba16.6s · 679 out | 14.1s · 671 out | 20.3s · 838 out
Reasoning · 556 tokens
We need answer JSON only. Need adjudicate claims. Need think carefully. User provided plan document and claims. Need output required keys for final claim (Claim 2): member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm. All two decimals. Need use accumulators update.
Plan: individual in-network deductible 1500. Embedded. OON separate thresholds but single balance? Here all in-network. OOPM individual in-network 6000. Coinsurance after deductible 20%. Copays not relevant. Diagnostic imaging and outpatient surgery not copay services, subject to deductible/coinsurance. Preventive no.
Initial deductible 0, OOPM 0.
Claim 1 allowed 620 in-network. Apply deductible: member pays 620, plan 0. Deductible accumulator becomes 620. OOPM credited: deductible payments count toward OOPM? Usually yes; plan says OOPM ceiling on member cost share; deductible is cost share. Copays credit OOPM; doesn't say deductible doesn't. So OOPM = 620.
Claim 2 allowed 3100. Remaining individual deductible = 1500 - 620 = 880. Apply deductible 880. Remaining allowed after deductible = 3100 - 880 = 2220. Coinsurance member 20% = 444. Plan pays 80% = 1776 plus deductible? Plan paid for claim = 1776 (since deductible portion member). Member responsibility = 880 + 444 = 1324. Check sum = 3100. OOPM adds member cost share 1324, ending OOPM = 620+1324=1944. Ending deductible = 1500 (max). Need ensure no OOPM cap reached before? No.
Potential nuance: family accumulators? Not needed, ending member deductible/oopm. Since embedded, individual reaches 1500. Family deductibles credits maybe claim amounts? But output only member. We can ignore family? Maybe ending_member_deductible = 1500.00.
Need output JSON with numbers two decimals. JSON numbers can have 1500.00? JSON allows 1500.00 yes. Ensure no extra text. Final only fenced JSON. Need no analysis in final.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 548 tokens
We need answer JSON only. Need adjudicate claims. Need think carefully. User asks member accumulators before Claim1 all zero. Plan doc. Need report fields for Claim2 final claim. Need include ending accumulators after all claims. Need compute Claim1 then Claim2.
Plan: deductible individual in-network 1500. Embedded. OON separate? Here both in-network. OOPM individual in-network 6000. Coinsurance after deductible 20% member. No copays for imaging/surgery. Preventive no. Deductible credits. Copays not relevant.
Claim1 allowed 620. Deductible not met. Member responsibility = 620 deductible. Plan paid 0. Deductible accumulator becomes 620. OOPM accumulator? Deductible counts toward OOPM? Usually yes: member cost share (deductible, coinsurance, copays) credits OOPM. Plan doc says OOPM ceiling on member cost share; copays always credit OOPM. It doesn't explicitly say deductible credits OOPM but standard and glossary: accumulator running YTD total of deductible or OOPM. OOPM ceiling on member cost share. Deductible is member cost share. So yes deductible payments count toward OOPM. Thus OOPM becomes 620.
Claim2 allowed 3100. Deductible remaining 1500-620=880. Apply 880 deductible. Remaining allowed 2220 subject to 20% coinsurance = 444 member, plan 1776. Total member for claim2 = 880 + 444 = 1324. Plan paid = 1776. Check sum 3100. Deductible_applied=880, copay=0, coinsurance=444. Ending member deductible=1500 (620+880). Ending member OOPM = prior 620 + member resp claim2 1324 = 1944. (deductible+coinsurance all count). Need two decimals: 1324.00, 1776.00, 880.00, 0.00, 444.00, 1500.00, 1944.00.
Need ensure no family? Member accumulators only. No other member. Output JSON fenced only. Keys exactly.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 715 tokens
We need answer user's task. Need adjudicate claims in order, report fields for Claim 2. Need produce exactly one fenced JSON block with required keys. Need think carefully.
Plan: Bluebonnet PPO 1500 synthetic. Deductible individual in-network 1500, family 3000 embedded. OOPM individual in-network 6000. Coinsurance after deductible in-network 20% member / 80% plan. Copays not relevant. Preventive no. Basis allowed. Accumulators before Claim1 all 0. Need process Claim1 then Claim2.
Claim1: diagnostic imaging in-network, allowed 620. No copay. Subject to deductible? It doesn't list copay, so likely standard medical service subject to deductible/coinsurance. Since deductible YTD 0, apply 620 to deductible. Member responsibility 620, plan paid 0. Deductible credited 620, OOPM credited 620 (deductible credits OOPM? Usually yes; plan says OOPM ceiling on member cost share; deductible is member cost share? Glossary: accumulator running YTD total of deductible or OOPM. Copays always credit OOPM. Deductible credits likely count toward OOPM. Yes, member cost share for covered services counts toward OOPM except premiums/non-covered. So after Claim1: deductible 620, OOPM 620.
Claim2: outpatient surgery in-network, allowed 3100. Remaining individual deductible 1500-620=880. Apply 880 deductible. Remaining allowed after deductible = 3100-880 = 2220. Coinsurance 20% member = 444, plan 80% = 1776. Member total = 880+444=1324. Plan paid=1776. Deductible applied=880. Copay=0. Coinsurance=444. Ending deductible = 1500 (620+880). Ending OOPM = previous 620 + member cost share on claim2 1324 = 1944. Need ensure OOPM not exceeded; no. member_responsibility + plan_paid = 1324 +1776=3100. Good.
Need output JSON only. Values two decimals as numbers. Ensure no keys extra. Required: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm. Numbers with two decimals. JSON numbers can be 1324.00? JSON allows 1324.00 yes. Or 1324.0? It says two decimal places; output like 1324.00. JSON parsers accept. Need no commentary.
Double-check if family embedded affects? Only one member? Member accumulators. Family 0 but irrelevant. Individual satisfies own deductible. OOPM individual. Good.
Potential nuance: Diagnostic imaging might be outpatient surgery? No copay. It might be subject to deductible. Yes.
Need final JSON fenced. Ensure exactly one block.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Terra · OpenAI2.7s · 162 out | 2.4s · 148 out | 2.4s · 152 out
Reasoning · 63 tokens
**Calculating deductible details**
I’m calculating the C1 diagnostic subject, which has a deductible of 620. The year-to-date (YTD) deductible is also 620, with an out-of-pocket (OOP) amount matching that. For C2, the allowed amount is 3100, leaving a remaining deductible of 880. After calculating, that results in 2220 at 20%, which comes to 444. The responsibility is 1324, and the plan amount is 1776. The end deductible is 1500, and the total OOP is 1944. I need to present this in JSON format.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 49 tokens
**Calculating deductibles and costs**
I need to calculate various deductibles here. It looks like for category c1, the total deductible is 620, and then for c2, the remaining deductible is 880. I see there is a remaining amount of 2220 with coins at 444. Adding it all, I get a total of 1324, with the total plan at 1776. Finally, the ending deductible is 1500 and the out-of-pocket maximum (oopm) is 1944.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 53 tokens
**Calculating deductible amounts**
I need to do some calculations. For Claim 1, the deductible is 620, and year-to-date is also 620. For Claim 2, the remaining deductible is 880, and the remainder is 2,220, leading to coinsurance of 444. So, this totals to 1,324 with the plan being 1,776. The ending deductible amount is 1,500, and the out-of-pocket total is 1,944. Let's double-check to make sure all these numbers add up correctly!json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GLM-5.3 Flash · Z.ai8.9s · 909 out | 13.1s · 755 out | 18.5s · 788 out
Reasoning · 636 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500.
- Individual deductible (in-network): 1500.00
- Embedded structure.
- Individual OOPM (in-network): 6000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan.
- Copays don't credit deductible; copays credit OOPM.
Starting accumulators: member deductible 0.00, member OOP 0.00, family deductible 0.00, family OOP 0.00.
Claim 1 — 2026-03-04: Diagnostic imaging, in-network. Billed 1178.00, allowed 620.00.
This is not a copay service (no copay listed for diagnostic imaging). So it's subject to deductible then coinsurance.
Deductible applied: member has 0.00 credited so far, individual deductible 1500.00. Allowed 620.00, all goes to deductible: 620.00.
Member pays 620.00 (deductible). Plan pays 0.00.
After Claim 1:
- Member deductible credited: 620.00
- Member OOP: 620.00
- Family deductible credited: 620.00 (family credits presumably from member's credits; the family deductible is 3000.00, embedded)
- Family OOP: 620.00
Claim 2 — 2026-03-21: Outpatient surgery, in-network. Billed 5890.00, allowed 3100.00.
Remaining deductible: 1500.00 - 620.00 = 880.00.
Check family: family deductible 3000.00, family credited 620.00, remaining family 2380.00. Individual embedded: member's own remaining is 880.00, which is the binding constraint (individual deductible satisfied on its own). So deductible applied = 880.00.
Remaining allowed after deductible: 3100.00 - 880.00 = 2220.00.
Coinsurance 20% member: 2220.00 × 0.20 = 444.00. Plan pays 80%: 1776.00.
Check OOPM: member OOP before claim 2: 620.00. Adding 880.00 + 444.00 = 1324.00 → total 1944.00, well below 6000.00. No OOPM hit.
Member responsibility for Claim 2: 880.00 + 444.00 = 1324.00. Plan paid: 1776.00. Total: 1324.00 + 1776.00 = 3100.00 = allowed. ✓
Ending member deductible accumulator: 620.00 + 880.00 = 1500.00.
Ending member OOPM: 620.00 + 1324.00 = 1944.00.
Fields:
- member_responsibility: 1324.00
- plan_paid: 1776.00
- deductible_applied: 880.00
- copay_amount: 0.00
- coinsurance_amount: 444.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1944.00
One question: does outpatient surgery have a copay? The plan lists copays for primary care, specialist, urgent care, ER, generic pharmacy. Outpatient surgery is not listed, so it's deductible + coinsurance. Correct.
Deductible applied is the deductible portion of the FINAL claim: 880.00. Yes.
Everything is straightforward. Output the JSON.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 657 tokens
Let me work through this carefully.
Plan: Bluebonnet PPO 1500. Individual in-network deductible 1500.00. OOPM individual in-network 6000.00. Coinsurance after deductible in-network 20% member / 80% plan. Copays do not credit deductible but do credit OOPM.
Starting accumulators: member deductible 0.00, member OOP 0.00, family deductible 0.00, family OOP 0.00.
Claim 1 — 2026-03-04: Diagnostic imaging, in-network. Allowed 620.00. No copay listed for diagnostic imaging, so subject to deductible then coinsurance.
Allowed 620.00. Member deductible accumulator is 0.00, so entire 620.00 goes to deductible. Deductible applied = 620.00. Member pays 620.00, plan pays 0.00. Deductible accumulator now 620.00. OOP accumulator now 620.00 (deductible payments count toward OOPM — standard; the plan says copays always credit OOPM; deductible/coinsurance normally count too. The plan doesn't explicitly say deductible credits OOPM but that's the standard interpretation; OOPM ceiling on member cost share implies deductible and coinsurance count).
Claim 2 — 2026-03-21: Outpatient surgery, in-network. Allowed 3100.00. No copay for outpatient surgery; subject to deductible and coinsurance.
Remaining deductible: 1500.00 − 620.00 = 880.00. So deductible applied = 880.00. Remaining allowed after deductible: 3100.00 − 880.00 = 2220.00. Coinsurance 20% member = 444.00. Plan pays 80% = 1776.00.
Member responsibility for claim 2 = 880.00 + 444.00 = 1324.00. Plan paid = 1776.00. Check: 1324.00 + 1776.00 = 3100.00. ✓
OOPM check: member OOP after claim 1 = 620.00. Claim 2 member share = 1324.00. Total OOP = 1944.00, well below 6000.00, so no OOPM cap applies.
Ending member deductible = 1500.00 (satisfied).
Ending member OOPM = 620.00 + 1324.00 = 1944.00.
Family: not needed for output.
Required fields for Claim 2 (final claim):
- member_responsibility: 1324.00
- plan_paid: 1776.00
- deductible_applied: 880.00
- copay_amount: 0.00
- coinsurance_amount: 444.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1944.00
All values two decimal places.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 690 tokens
Let me work through this.
Plan: Bluebonnet PPO 1500
- Individual in-network deductible: 1500.00
- Embedded structure
- Individual in-network OOPM: 6000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Copays do not credit deductible; copays credit OOPM.
Starting accumulators: deductible 0, OOPM 0, family 0, family OOPM 0.
Claim 1 — 2026-03-04: Diagnostic imaging, in-network. Allowed 620.00. No copay applies (not a listed copay service). Subject to deductible and coinsurance.
Deductible applied: 620.00 (member has 0 credited, so full 620 goes to deductible).
Member pays 620.00. Plan pays 0.00.
OOPM credited: 620.00 (deductible amounts count toward OOPM — standard; the plan doc says copays always credit OOPM; deductible payments also count toward OOPM implicitly. The OOPM is ceiling on member cost share, so deductible payments count. Yes.)
After Claim 1:
- Member deductible: 620.00
- Member OOPM: 620.00
- Family deductible: 620.00
- Family OOPM: 620.00
Claim 2 — 2026-03-21: Outpatient surgery, in-network. Allowed 3100.00.
Remaining deductible: 1500.00 - 620.00 = 880.00.
Deductible applied: 880.00.
Remaining allowed after deductible: 3100.00 - 880.00 = 2220.00.
Coinsurance 20% member: 444.00. Plan 80%: 1776.00.
Member responsibility Claim 2: 880.00 + 444.00 = 1324.00.
Plan paid: 1776.00.
Check: 1324.00 + 1776.00 = 3100.00. ✓
OOPM after claim 2: 620 + 1324 = 1944.00. Under 6000. Fine.
Ending member deductible: 1500.00 (fully satisfied).
Ending member OOPM: 1944.00.
Family checks: family deductible 3000; after claim 2 family credited = 620 + 1324 = 1944. Not reached 3000. Embedded structure — individual satisfied at 1500 anyway. No issue.
Required keys for Claim 2:
- member_responsibility: 1324.00
- plan_paid: 1776.00
- deductible_applied: 880.00
- copay_amount: 0.00
- coinsurance_amount: 444.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1944.00
Check member_responsibility + plan_paid = allowed of final claim: 1324 + 1776 = 3100 ✓.
Output exactly one fenced JSON block.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Hunyuan 4 · Tencent116.3s · 7,028 out | 187.8s · 10,564 out | 120.6s · 7,024 out
Reasoning · 6,930 tokens
We need to adjudicate two claims in order. Need to report final claim (Claim 2) fields and ending member accumulators after all claims. Let's parse carefully.
Plan: Bluebonnet PPO 1500. Year 2026.
Deductible: Individual in-network 1500. Family in-network 3000. Embedded: individual satisfies individual deductible on own; family deductible also satisfied once total family credits reach family amount, whichever comes first. Out-of-network individual 3000. In and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above (out-of-network individual 3000) is the threshold that balance is measured against when the service is out-of-network. For in-network, threshold is individual 1500 (or family 3000). Need to track member deductible balance and family deductible balance? The accumulator list: Member deductible credited YTD, Member OOPM YTD, Family deductible credited YTD, Family OOPM YTD. But required output keys: "ending_member_deductible" and "ending_member_oopm". There is also maybe family accumulators but not asked. We should compute member accumulators after all claims. But also need family maybe for embedded? Since both claims are in-network. The family deductible is aggregate? Actually structure: EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first. Wait embedded means inside a family deductible; individual amount can be satisfied on its own. Actually typical embedded: Each family member has an individual deductible embedded within family deductible. Once a member meets their individual deductible, plan pays for that member, even if family deductible not met. Or family deductible also satisfied once total family credits reach family amount (non-embedded? aggregate?). But document says "EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." That wording is a bit contradictory to standard embedded: In embedded, family deductible is satisfied when sum of individual amounts paid by all members reaches family deductible, but no single member pays more than their individual deductible. Whichever comes first: individual deductible satisfied on own OR total family credits reach family amount? Let's parse: "an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." Means for a given member, once that member's own credited deductible reaches the individual threshold (1500), that member has satisfied their deductible, and plan starts paying for that member; also, if the total family credits (sum across all family members?) reach the family amount (3000), then the family deductible is satisfied for everyone (everyone considered met), whichever occurs first. Since we only have one member? Actually accumulators include family credited. We don't know number of members. We only have member accumulators and family accumulators. We must model this single member's claims? It says "member's year-to-date accumulators as they stood immediately before the first claim listed". It lists Member deductible, Member OOPM, Family deductible, Family OOPM. The claims are for this member? We assume this member's claims. There's no mention of other family members. Family credited YTD = 0. So for family, total family credits = member's deductible credits? If single member, total family credits equal member credits. Then family amount 3000 is higher than individual 1500. The member will satisfy individual deductible at 1500 before family reaches 3000 (unless family has other members? but family credit YTD = 0 and no other claims). Since individual satisfies on own at 1500, the deductible for in-network services is met at 1500. After that, plan pays coinsurance. The family deductible will also be satisfied once total family credits reach 3000, whichever comes first. If member is only one, total family credits = member credits, so family satisfied at 3000. But because individual is met at 1500, the member's deductible is satisfied at 1500, so for that member, after 1500 they don't owe deductible, they owe coinsurance. However, does the family deductible matter for member cost share? The member's responsibility is based on their individual deductible status. Once individual deductible satisfied, plan pays for that member regardless of family deductible. The family accumulator continues to accumulate deductible credits (the member's payments toward deductible count toward family too). It will hit 3000 after total deductible credits across family reach 3000. If only this member, it will hit 3000 when member has credited 3000 toward deductible. But member will only credit up to 1500 (individual) and then stop crediting deductible because after deductible satisfied, they pay coinsurance, not deductible. Wait deductible credits: Member deductible credited YTD counts amounts applied to deductible. After deductible satisfied, no more deductible applied, so remaining allowed amount goes to coinsurance (member) / plan paid. Those coinsurance amounts credit OOPM but not deductible. Thus member deductible accumulator will stop at 1500 (individual in-network threshold) if all services in-network and member meets it. It cannot exceed 1500? Actually member deductible credited YTD is the single member deductible balance; it is measured against threshold: for in-network, threshold is 1500 individual (or family 3000 for family?). The balance can keep increasing? In standard, once individual deductible met, you don't credit more to deductible; you have satisfied it. The accumulator "member deductible credited year to date" might be the amount of deductible satisfied, capped at individual threshold? Or running total of deductible amounts applied, which will equal 1500 exactly when met. Additional deductible amounts cannot be applied because services after deductible are not subject to deductible. So ending member deductible = 1500.00 (if all claims in-network). But wait: Claim 1 allowed 620, Claim 2 allowed 3100. Total allowed = 3720. Deductible 1500. So Claim 1: allowed 620, all subject to deductible? Since no copay for diagnostic imaging (not listed as office visit/preventive etc). It's in-network diagnostic imaging. There's no copay for imaging. It is subject to deductible and coinsurance after deductible. So Claim 1: allowed 620. Member deductible before claim 1 = 0. Deductible remaining 1500. Member pays 620 to deductible. Deductible applied = 620. Coinsurance = 0 (since deductible not yet met). Copay = 0. Member responsibility = 620. Plan paid = 0? Wait plan pays nothing until deductible met. Allowed 620, member pays 620, plan pays 0. Accumulators after Claim 1: Member deductible credited = 620. Member OOPM credited = 620 (deductible payments count toward OOPM? Yes, OOPM includes deductible, coinsurance, copays. Deductible credits count toward OOPM. So OOPM = 620.) Family deductible credited = 620 (if this member's deductible credits also count toward family; family YTD = 620). Family OOPM = 620.
Now Claim 2 — 2026-03-21: Outpatient surgery, in-network. Allowed amount = 3100. Billed 5890 (ignore). Network in-network. Service: outpatient surgery. Not preventive (preventive only certain required services). Any copay? No, not office visit, not ER, etc. So subject to deductible and coinsurance after deductible.
Before Claim 2: Member deductible credited = 620. Individual in-network deductible = 1500. Remaining deductible = 1500 - 620 = 880. Member OOPM credited = 620. OOPM individual in-network = 6000. Remaining OOPM = 6000 - 620 = 5380.
Claim 2 allowed = 3100. Apply deductible first: deductible applied = 880 (remaining to satisfy individual deductible). Now member deductible credited becomes 1500, so individual deductible satisfied. Remaining allowed amount after deductible = 3100 - 880 = 2220. This remaining is subject to coinsurance: in-network coinsurance 20% member / 80% plan. So coinsurance amount = 20% of 2220 = 444.00. Plan paid = 80% of 2220 = 1776.00. Copay = 0.00. Member responsibility = deductible applied 880 + coinsurance 444 = 1324.00. Let's check total: member_responsibility 1324 + plan_paid 1776 = 3100 allowed. Good.
Now update accumulators after Claim 2:
Member deductible credited: was 620, plus 880 applied = 1500. (Capped at 1500 individual in-network threshold). Ending member deductible = 1500.00.
Member OOPM credited: was 620, plus member responsibility for Claim 2? OOPM counts deductible + coinsurance + copays. Member responsibility = 1324 (880 deductible + 444 coinsurance). Also does plan paid count? No. So OOPM added = 1324. Previous OOPM = 620. New OOPM = 1944. Wait check: 620 + 1324 = 1944. Yes. Let's recompute: Claim 1 OOPM 620. Claim 2: deductible 880 + coinsurance 444 = 1324. Total OOPM = 1944. This is less than 6000, so no OOPM max reached. Plan pays 100% only after OOPM met, not here.
But hold on: The member has met individual deductible mid-claim. After deductible satisfied, coinsurance applies. But note that the plan pays 80% of the remaining 2220, member pays 20% = 444. So plan paid on claim 2 = 1776. But wait: What about the deductible portion? Plan paid = 0 on deductible portion. Yes plan paid = 1776 only.
Now the required fields:
"member_responsibility" — the member's total for the FINAL claim listed (Claim 2). That's 1324.00.
"plan_paid" — plan's total for the FINAL claim listed = 1776.00.
"deductible_applied" — the deductible portion of the FINAL claim = 880.00.
"copay_amount" — copay portion of the FINAL claim = 0.00.
"coinsurance_amount" — coinsurance portion of the FINAL claim = 444.00.
"ending_member_deductible" — member deductible accumulator after all claims = 1500.00.
"ending_member_oopm" — member out-of-pocket accumulator after all claims = 1944.00.
Need to double-check all nuances.
Let's re-read plan doc carefully for any special rules:
- Basis of payment: Member cost share calculated from ALLOWED amount. Amounts billed above allowed are not member responsibility for in-network services. So we use allowed 620 and 3100. Good.
- Deductible: Individual (in-network) 1500. Family (in-network) 3000. Structure EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first.
- Out-of-network (individual) 3000. In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network.
So member deductible balance is single. For in-network services, threshold is individual in-network 1500 (or family? The family threshold is 3000, but since embedded, individual satisfies on own at 1500). The single balance is measured against: when service is in-network, threshold is 1500 individual (or maybe also family 3000? Actually for in-network, individual amount 1500; family amount 3000. Since embedded, the member's own deductible is satisfied when the balance reaches 1500. The family deductible is also satisfied when total family credits reach 3000. The member's balance is part of family credits. If the member is the only one, family credits = member balance. At member balance = 1500, individual satisfied, but family not satisfied (since 1500 < 3000). However, the member's own responsibility no longer includes deductible. The family deductible being unsatisfied doesn't matter for this member because embedded individual satisfied. The family accumulator continues to increase? Wait: Does the member's deductible credit continue to accumulate toward the family deductible after the individual deductible is satisfied? Typically, in an embedded deductible, amounts applied to an individual's deductible count toward both the individual and family deductibles. Once individual is met, the plan pays for that member, but the amount that would have been applied to the family deductible? Actually in embedded, each family member has an individual deductible; the family deductible is the total of individual deductibles? Let's recall: In a embedded deductible, the family deductible is the sum of all individual deductibles? No, example: Family deductible $3000, individual embedded $1500. Each member only has to meet $1500 individually. The family deductible is met when the total of all family members' deductible amounts reaches $3000. But no member pays more than $1500 toward deductible. So if one member incurs $1500, that member meets their individual deductible, and $1500 counts toward the family deductible. If another member incurs $1500, family total = $3000, family met. But the first member doesn't pay more; their deductible credit stops at $1500. The family credit from that member is $1500. So family credits increase by the deductible amounts applied, up to each member's individual cap? Actually the family credit counts the amounts applied to deductible (which are capped at individual). So total family credits can be up to sum of individual caps (e.g., 2 members x 1500 = 3000). So family will be satisfied when total of all members' applied deductible amounts (each capped at 1500) reaches 3000. In our case, with only one member (or at least this member's claims only), total family credits after claim 2 = 1500. That's less than 3000, so family not satisfied. But the question only asks for ending_member_deductible, not family. Ending member deductible is 1500. Yes.
But wait: The single member deductible balance is measured against the threshold depending on network. For in-network, the threshold is individual 1500. The balance after claim 2 is 1500. It cannot exceed 1500 because once threshold reached, the deductible is satisfied and no further deductible applied. So ending member deductible = 1500.00.
Now check OOPM: Individual (in-network) 6000. Family (in-network) 12000. Copays always credit OOPM. Deductible and coinsurance also count. Our OOPM: Claim 1: 620 (all deductible, counts to OOPM). Claim 2: deductible 880 + coinsurance 444 = 1324. Total = 1944. No copays. This is below 6000. So ending member OOPM = 1944.00.
Wait, check if plan paid anything on Claim 1? Allowed 620, deductible not met, so plan paid 0. The plan document says: "Coinsurance after deductible, in-network 20% member / 80% plan". Before deductible, plan pays 0%. Yes.
Let's ensure there is no hidden rule: Diagnostic imaging might be considered preventive? No, preventive care section says: "In-network preventive services required to be covered without cost share are paid at 100% of the allowed amount and are not subject to the deductible, coinsurance, or a copay." Diagnostic imaging is not stated to be preventive. Outpatient surgery certainly not preventive. So subject to deductible/coinsurance.
Any out-of-pocket maximum issues? No.
Now verify rounding: Allowed amounts are whole numbers. Deductible remaining 880 exactly. Remaining allowed = 3100 - 880 = 2220. Coinsurance 20% of 2220 = 444.00 exactly. Plan paid 80% = 1776.00. Sum = 2220. Good.
But we should double-check if the deductible should be applied to the allowed amount before or after any copay? No copay.
Wait, maybe there is a nuance about "Outpatient surgery, in-network". Is there a copay for outpatient surgery? The plan lists copays: Primary care office visit 30, Specialist office visit 60, Urgent care 75, Emergency room 400 (waived if admitted), Generic retail pharmacy 15. Outpatient surgery is not an office visit; it's a procedure, likely subject to deductible and coinsurance. No copay listed. So copay_amount = 0.00.
Now check the family accumulators? Not required. But we must be careful: The member OOPM credited YTD after all claims: Does the member responsibility from Claim 2 include only the amounts that count toward OOPM? Yes: deductible applied 880 counts, coinsurance 444 counts, copay 0. So 1324 counts. So 620 + 1324 = 1944. Wait, but in Claim 1, member responsibility was 620 (all deductible). Does the plan paid portion of Claim 1 (0) not count. Yes.
Now check if Claim 1 service date 2026-03-04 and Claim 2 2026-03-21. Plan year 2026. All good.
Now let's consider if the member deductible accumulator after claim 1 is 620, after claim 2 is 1500. The output "ending_member_deductible" is "member deductible accumulator after all claims". Does that mean the YTD credited amount (i.e., amount of deductible satisfied) or the remaining deductible? The glossary: "Accumulator: the running year-to-date total of a member's deductible or OOPM." Example input says: "Member deductible credited year to date ... 0.00". That is the amount credited (satisfied), not remaining. So ending accumulator is the total credited, which is 1500.00. Good.
Similarly "ending_member_oopm" is out-of-pocket accumulator after all claims = total credited toward OOPM = 1944.00.
Let's double-check the math with a different interpretation: Could the deductible be applied to Claim 2 in two phases because of family? No.
What about the embedded family rule: "the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." Suppose family credits (total across family) reached 3000, then the family deductible is satisfied, meaning every member is considered to have satisfied their deductible? Actually if family deductible satisfied, then no member has to pay deductible anymore. But here family credits after claim 2 = 1500 (if one member) or 1500 from this member plus other members' unknown. Since family YTD started 0 and no other claims, family credits = 1500. So not satisfied. Doesn't affect member.
But wait: The input says "Member deductible credited year to date ... 0.00; Family deductible credited year to date ... 0.00". If there are other family members, their credits are already included in family credited? Yes, family credited YTD is total across all family members as of before claim 1, which is 0. So no other family member has any deductible credits. So family total after our claims: this member's deductible credits = 1500. So family credited = 1500. Still not 3000.
Now check Out-of-network? Both in-network.
Now, the required output is exactly one fenced JSON code block, with keys:
"member_responsibility"
"plan_paid"
"deductible_applied"
"copay_amount"
"coinsurance_amount"
"ending_member_deductible"
"ending_member_oopm"
All numbers with two decimals. Let's list:
member_responsibility: 1324.00
plan_paid: 1776.00
deductible_applied: 880.00
copay_amount: 0.00
coinsurance_amount: 444.00
ending_member_deductible: 1500.00
ending_member_oopm: 1944.00
Check sum: member_responsibility + plan_paid = 1324 + 1776 = 3100. Allowed amount of final claim = 3100. Yes.
Check components: deductible_applied + copay_amount + coinsurance_amount = 880 + 0 + 444 = 1324 = member_responsibility. Yes.
One more nuance: In Claim 2, allowed amount 3100. Before claim, remaining deductible = 1500 - 620 = 880. So deductible applied is 880. But what if the plan applies the deductible to the whole allowed amount first, then coinsurance on the remainder, but also the member OOPM might hit the out-of-pocket max? Not hit.
What about "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." Not reached.
Any chance diagnostic imaging is considered preventive? "Preventive care: In-network preventive services required to be covered without cost share are paid at 100%..." The plan document does not list which services are preventive. Diagnostic imaging could be screening? But the service just says "Diagnostic imaging". Without a preventive indicator, we treat asjson{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 10,462 tokens
We need answer only JSON block. Need adjudicate claims in order, report fields for FINAL claim listed (Claim 2). But also ending member deductible and ending member oopm after all claims.
We need parse plan: Bluebonnet PPO 1500. Plan year 2026. In-network individual deductible 1500, family 3000 EMBEDDED. In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is threshold balance measured against when service out-of-network? Let's parse carefully: "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." Hmm wording: Deductible section: Individual (in-network) 1500.00; Family (in-network) 3000.00; Structure EMBEDDED — an individual satisfies individual deductible on own; family deductible also satisfied once total family credits reach family amount, whichever comes first. Out-of-network (individual) 3000.00. In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network.
Need understand if for in-network services, deductible balance threshold is 1500 individual (and family 3000). For out-of-network, threshold is 3000? But they say single member deductible balance; amount above (i.e., out-of-network individual 3000?) is the threshold that balance is measured against when service is out-of-network. For in-network services, presumably threshold is in-network individual 1500? Wait "The amount above is the threshold that balance is measured against when the service is out-of-network." "The amount above" refers to Out-of-network (individual) ................ 3000.00. So there is a single member deductible accumulator; when service is in-network, the balance is measured against the in-network individual deductible threshold (1500) or family? For embedded, individual satisfies at 1500? Since all claims here are in-network, we only need in-network individual deductible 1500 (family 3000 embedded). But does family deductible matter? There is only one member? The member accumulators given: Member deductible, member OOPM, family deductible, family OOPM. Family accumulators start 0. The task outputs ending_member_deductible and ending_member_oopm, not family. So likely individual member. Need see if family embedded affects? With one member, family deductible credited is total family credits? Actually embedded family: individual deductible can be satisfied on own; family deductible also satisfied once total family credits reach family amount. Since we have only this member (presumably), family credits = member credits? Need track family accumulators? The given has family deductible credited and family OOPM credited as of before claim; but output only member. Still, adjudication may require family accumulator because embedded family deductible: Once total family credits reach family amount (3000), family deductible satisfied for all members, meaning no more deductible for anyone? For individual, if family deductible is satisfied, does that mean member deductible considered satisfied regardless of individual? In embedded deductible, the family deductible is satisfied when the sum of all family members' applied deductibles reaches the family amount, OR an individual meets their individual deductible. Once family deductible is met, all members are considered to have met deductible (no further deductible for any family member). Since here only one member (or maybe we only track this member's claims), family credits equal member deductible credits applied? But we aren't told family size or other members' claims. The prompt says "You are given a plan document, a member's year-to-date accumulators as they stood immediately before the first claim listed, and one or more claims in date order." It gives member accumulators and family accumulators. It says "Adjudicate the claims in order. Each claim updates the accumulators that the next claim is measured against." Required output: ending_member_deductible and ending_member_oopm. No family outputs. The family accumulators may be relevant if family embedded affects member's deductible status? Let's examine.
Plan: Deductible Individual (in-network) 1500. Family (in-network) 3000. Structure EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first.
Interpretation: For a family, there is an embedded individual deductible of 1500 each, and a family deductible of 3000 aggregate? Actually embedded vs aggregate: In embedded, each individual has an embedded deductible within the family; once an individual meets their individual deductible, that individual's claims are paid at coinsurance, even if family deductible not met. The family deductible is met when the total of all family members' deductible amounts (credits) reaches family amount; once met, all members have met deductible. In aggregate, no individual can have claims paid until the whole family deductible met. Here it's embedded. So for a single member, family accumulator is sum of all members' deductible credits? But we have only this member, and no other claims. Family deductible credited starts 0. Since member's deductible credits applied to family total as well (because total family credits). For claim processing: when services are in-network, we check if member has met individual deductible (1500) or family deductible (3000) satisfied. The deductible applied to a claim is the amount needed to reach the individual deductible threshold? Or to reach family? In embedded, the individual deductible is the amount that an individual must pay before coinsurance. But the family deductible is a separate aggregate that, when reached, stops deductible for everyone. Which threshold applies to a given claim? Usually: Deductible is applied up to the individual deductible for that member. However, the family deductible (embedded) can be satisfied when combined credits from all members reach family amount; if the family deductible is met, then no member pays further deductible (i.e., plan pays from then on, subject to coinsurance/copay). Conversely, before family met, each member still has to meet their own individual deductible? Wait embedded: Each family member has an embedded individual deductible. The family deductible is met when the sum of embedded amounts paid by all members equals the family deductible. But an individual member's deductible is considered satisfied when either (a) they personally meet their individual deductible, or (b) the family deductible is met (combined). So if family combined credits reach 3000, then this member's remaining deductible is zero even if they personally only paid e.g. 1500? Let's test: Suppose family of 2, each individual embedded 1500, family 3000. Member A incurs 2000 allowed. Deductible applied for A: first 1500 to satisfy individual deductible. After that, A's claims paid at coinsurance (since individual met). The 1500 also counts toward family combined, so family combined =1500, not yet 3000. Member B then incurs 1000. B has not met individual 1500. Deductible applied for B: first 1000 (since B needs 1000 more to reach individual 1500?) Actually B's individual threshold is 1500; B pays 1000 deductible, still 500 remaining. Family combined becomes 2500. Not yet family. Later B incurs another 1000 allowed. B now needs 500 more to satisfy individual deductible, so deductible applied =500; remaining 500 goes to coinsurance (20%). B's individual satisfied. Family combined = 1500 (A's) + 1500 (B's) =3000. Family deductible satisfied. But both already satisfied individually. Alternatively, if B had only one claim of 2000 allowed: first 1500 satisfies B individual, family combined=3000, family satisfied. So fine.
But what if Member A incurs 3000 allowed (all in-network). Under embedded, A's individual deductible is 1500. So A pays 1500 deductible, then coinsurance on remaining 1500. Family combined =1500 (only A's credit? Wait if all 1500 credit counts to family combined, family combined=1500, not 3000). But family deductible is 3000, not satisfied. However A's individual deductible is satisfied, so A no longer pays deductible, only coinsurance. That seems odd: family combined is 1500, well below family 3000, but A is done with deductible because embedded individual met. That is exactly embedded: individual can satisfy on own. So family deductible satisfaction only matters for other members who haven't met their individual. Once family combined reaches 3000 via combination of members' deductible credits (including those who met individually?), then all others are considered to have met deductible. Wait A's 1500 counts toward family combined; if another member C has 0 individual, and A's 1500 + C's 1500 =3000, family satisfied, C's deductible considered met even before C pays 1500? Actually embedded: The family deductible is satisfied when total family credits reach family amount. If C hasn't paid anything, family combined=1500, not 3000. Need C to have credits too. Each member's deductible payments (the amounts applied to deductible) count toward family combined. If C pays 1500, combined=3000, and C's own individual also would be met by paying 1500, same result. If the family had 3 members, combined credits from A (1500) + B (1000) + C (500) =3000; B hasn't met individual (needs 1500), C hasn't met individual, but family satisfied, so B and C are considered to have met deductible and no further deductible for them. This is embedded: family aggregate can be satisfied by combined credits, and then everyone is deemed to have met deductible, even if an individual hasn't personally paid their full individual amount. Wait is that right? Let's recall: Embedded deductible: Each individual has an embedded deductible (e.g., $1,500). The family deductible (e.g., $3,000) is the total amount that the family must pay in deductibles before the plan starts paying for everyone. However, once an individual meets their embedded deductible, the plan starts paying for that individual, even if the family deductible has not been met. And when the total family deductible (combined) is met, the plan pays for all family members. So for an individual member, deductible applies until either (1) the individual's embedded deductible is met, or (2) the family deductible is met. The amount applied to deductible for a claim: the lesser of (allowed amount) and (remaining amount to satisfy the individual deductible? Or remaining to satisfy family? Actually the member's responsibility for deductible is the amount that goes toward the deductible. It should count toward both the individual accumulator and the family accumulator (combined). The individual accumulator for that member increases by the applied deductible. The family accumulator increases by the applied deductible (sum across members). The claim processing for that member: If the member's individual deductible remaining >0, apply deductible up to that remaining, but not exceeding allowed. This increases individual and family accumulators. If individual remaining =0, then member has met deductible (no more deductible) even if family not met. If family accumulator reaches family amount before individual? For a given member, family accumulator includes all members. Could family accumulator reach 3000 while this member's individual accumulator is less than 1500 (because other members paid). Then for this member, since family deductible satisfied, deductible no longer applies. So we need track both member individual accumulator and family accumulator. The member's deductible applied on a claim is the amount needed to satisfy either the member's individual deductible threshold or the family deductible threshold, whichever is closer? Let's formalize.
Let M_i = member's individual deductible credited (for this member). Threshold I = 1500 (in-network). Let F = family deductible credited (total across family). Threshold Fam = 3000. For a claim for this member in-network:
- If M_i >= I (member individual met) OR F >= Fam (family met), then deductible applied = 0. Plan/coinsurance/copay as applicable.
- Else, the member still has remaining individual deductible: rem_ind = I - M_i. The family still has remaining family deductible: rem_fam = Fam - F. The deductible applied to this claim? The claim's allowed amount A. The amount that can be applied to deductible for this member is the amount needed to exhaust the deductible for this member. But because family satisfaction can occur earlier via combined, the deductible amount applied should be the amount such that after applying, either M_i reaches I or F reaches Fam (or both), whichever occurs with a smaller amount? Actually we apply deductible incrementally: each dollar of claim applied to deductible increases M_i by $1 (for this member) and F by $1 (family combined). The deductible stops when either M_i hits I (member done) or F hits Fam (family done). For this member's claim, the maximum deductible that can be applied before deductible no longer applies is min(rem_ind, rem_fam, A)? Wait if rem_fam < rem_ind, then after applying rem_fam dollars, F reaches Fam, family satisfied, so deductible stops even though member's individual not met. So the deductible applied to the claim is the smaller of rem_ind and rem_fam? But also cannot exceed allowed A. Since we process allowed amount: first dollars go to deductible. Let x = amount of allowed allocated to deductible. It increases M_i by x and F by x. Deductible continues while x < A and (M_i+x < I) and (F+x < Fam). The total x applied = min(A, rem_ind, rem_fam). Because as soon as either threshold is reached, deductible stops. Since rem_ind and rem_fam are remaining to thresholds, the amount needed to trigger stop is the minimum of the two remaining amounts. Yes x = min(allowed, rem_ind, rem_fam). After paying x, if x == rem_ind (i.e., rem_ind <= rem_fam and <= A), then M_i becomes I, member individual satisfied. If x == rem_fam (rem_fam < rem_ind and <= A), then F becomes Fam, family satisfied, and member considered satisfied because family done. If A < both remainings, then x=A, all allowed goes to deductible, accumulators increase by A, no coinsurance.
But is that how standard embedded works? Let's verify with typical example. Family: embedded individual $1,000, family $2,000. Member A incurs $1,500 allowed. Under embedded, A's individual ded $1,000 met, plan pays coinsurance on remaining $500. Family combined credited = $1,000 (A's ded). Not family satisfied. If Member B then incurs $500 allowed. B's individual rem = 1000, family rem = 1000 (2000-1000). x = min(500 allowed, 1000 ind rem, 1000 fam rem) =500. B's deductible applied =500. B's individual credited=500 (not met). Family combined=1500 (not met). B pays 500 ded, no coinsurance because all allowed went to ded. Is that correct? Under embedded, B has to pay up to $1,000 individual; since only $500 claim, all $500 goes to deductible. Yes. Family still not satisfied. Good.
Now suppose Member A had incurred $1,500 (x=1000 ded). Later Member B incurs $2,500 allowed. At that point F=1000, fam rem=1000. B rem_ind=1000. x=min(2500,1000,1000)=1000. B pays 1000 ded; then F=2000 family satisfied, B individual meets 1000 too (both). Remaining 1500 allowed goes to coinsurance. That matches embedded: B's individual ded met because B paid 1000, and family also satisfied. Good.
Suppose there are 3 members. Individual 1500, family 3000. Member A pays 1500 ded (F=1500). Member B has claim allowed 1000. B rem_ind=1500, fam rem=1500. x=min(1000,1500,1500)=1000. B pays 1000 ded. F=2500. B individual credited=1000 (not met). Now Member C has claim allowed 1000. C rem_ind=1500, fam rem=500 (3000-2500). x=min(1000,1500,500)=500. C pays 500 ded; after 500, F=3000 family satisfied. C stops paying deductible after 500, remaining 500 allowed goes to coinsurance (assuming no copay). C's individual credited=500 (not met), but family satisfied so C is done with deductible. That seems right for embedded: family satisfaction relieves C of remaining individual deductible. Good.
So adjudication must track member individual accumulator and family accumulator. Since output only member accumulators, need compute ending member deductible (M_i after claims) and ending member OOPM (member OOPM accumulator). But we might need family accumulator to determine if family satisfied before end? Let's see.
We have two claims, both in-network, no copay services? Claim 1: Diagnostic imaging, in-network. What cost share? The plan lists copays for office visits, urgent care, ER, pharmacy. Diagnostic imaging is not a listed flat copay service. Preventive care? Diagnostic imaging not stated preventive. So it's subject to deductible and coinsurance? Actually in-network coinsurance after deductible: 20% member / 80% plan. Also is there any copay? No. So for diagnostic imaging, member pays deductible first (up to remaining), then 20% coinsurance on remainder. Allowed 620.00.
Need start accumulators: Member deductible credited YTD =0. Member OOPM credited=0. Family deductible credited=0. Family OOPM credited=0.
We need process Claim 1 (2026-03-04) in-network, allowed 620.
Member individual threshold I=1500. Family threshold Fam=3000. Both starting 0.
For Claim1: remaining individual =1500. remaining family=3000. Allowed A=620.
x deductible applied = min(A, rem_ind, rem_fam) = min(620,1500,3000)=620. Since A=620 < both remainings, entire allowed goes to deductible. So deductible_applied = 620.00. Member responsibility = 620.00? Wait need check: Deductible means member pays allowed amount up to deductible. Since allowed 620 all applied to deductible, member pays 620. Plan paid = 0. There is no coinsurance because after deductible applied, remaining allowed =0. Copay=0. Coinsurance=0. Member responsibility = 620.00. Plan paid = 0.00.
Accumulators after Claim1:
Member deductible credited = 0 + 620 = 620.00.
Family deductible credited = 0 + 620 = 620.00 (since single member family? We'll track).
Member OOPM: Does deductible credit OOPM? Plan says: "Copays always credit the out-of-pocket maximum." Deductible? Typically deductible payments count toward OOPM. The glossary: Out-of-pocket maximum: ceiling on member cost share for the plan year. Once reached, plan pays 100%. Premiums and non-covered services never count. Member cost share includes deductible, coinsurance, copays. The plan document: "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." It doesn't say deductible doesn't credit OOPM. Generally OOPM includes deductible, coinsurance, copays. Need confirm: Out-of-pocket max individual (in-network) 6000. Once member reaches OOPM, plan pays 100% of allowed. So yes, member cost share amounts (deductible, coinsurance, copay) accumulate to OOPM. There's no separate statement that deductible doesn't credit OOPM. So member OOPM after Claim1 = 620.00 (the amount member paid as deductible). Family OOPM credited = 620.00 as well? We may need track family OOPM? For embedded OOPM? Plan OOPM: Individual (in-network) 6000, Family (in-network) 12000, Individual (out-of-network) 12000. Structure? It does not explicitly say embedded for OOPM, but usually OOPM also has embedded? The plan only specifies Deductible structure EMBEDDED. For OOPM it just lists Individual and Family. Does it say structure? Not explicitly. But out-of-pocket maximum usually also embedded? Let's read plan text: Under "Out-of-pocket maximum" it lists Individual (in-network) 6000, Family (in-network) 12000, Individual (out-of-network) 12000. Then "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 6,926 tokens
We need answer JSON only. Need adjudicate claims in order. We have plan Bluebonnet PPO 1500. Deductible individual in-network 1500, family 3000 embedded. Single member deductible balance combining IN and OON? It says In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network. So for in-network services, member deductible balance is measured against individual 1500? Since structure embedded, individual satisfies individual deductible on own; family also satisfied once total family credits reach family amount whichever comes first. There is family deductible credited YTD 0. Starting member accumulators: member deductible 0, member OOPM 0, family deductible 0, family OOPM 0.
Claims:
Claim1 2026-03-04 Diagnostic imaging, in-network. Allowed 620. No copay specified for diagnostic imaging? Services that are not office visits, preventive, etc. Diagnostic imaging is subject to deductible and coinsurance (20% member after deductible). In-network allowed 620. Deductible individual remaining 1500. Apply allowed to deductible first? Deductible applies before coinsurance. So entire 620 goes to deductible (since deductible not met). Member responsibility = 620 (deductible). Plan paid = 0. Deductible_applied for claim1 = 620. Copay = 0. Coinsurance =0. After claim1: member deductible accumulator = 620. Member OOPM accumulator? Deductible amounts count toward OOPM? Typically out-of-pocket maximum includes deductible, coinsurance, copays. Yes OOPM is ceiling on member cost share. Deductible payments are member cost share and count toward OOPM. The plan document: "Once a member reaches the out-of-pocket maximum the plan pays 100%... Premiums and non-covered services never count toward it." It doesn't explicitly say deductible counts, but OOPM is member cost share, deductible is cost share. Also glossary: Accumulator: running YTD total of a member's deductible or OOPM. Deductible applies to OOPM? In standard, yes. Member out-of-pocket credited year to date after claim1 becomes 620. Family deductible credited? There's family deductible credited YTD. For embedded family deductible, when an individual incurs expenses, does family deductible accumulator get credited with the individual's deductible amounts? The plan says Family (in-network) 3000. Structure EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first. This suggests family deductible accumulator aggregates all members' deductible credits. Since we only have one member? We are tracking member accumulators and family accumulators. The task gives "Family deductible credited year to date" and "Family out-of-pocket credited year to date" initially. It asks ending_member_deductible and ending_member_oopm, not family. But we need adjudicate claims and update accumulators; family accumulators may matter if family deductible satisfied triggers? But for individual member, once member deductible reaches 1500 (individual) or family reaches 3000? Embedded: individual satisfies individual deductible on own; family deductible also satisfied once total family credits reach family amount, whichever comes first. That means if family total reaches 3000 before the individual reaches 1500, then all members are considered to have met deductible? "whichever comes first" means the family deductible is satisfied either when an individual meets embedded individual amount OR when total family credits reach family amount. Since there is only one member? Actually family credits include this member's? If only one member in family, family credits equal member's deductible credits? Then family amount 3000; individual 1500. The member meets individual at 1500 before family at 3000, so individual satisfies. So for claim2 we compare remaining individual deductible.
But let's carefully parse: "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." Wait: "the amount above" refers to out-of-network (individual) 3000. It says in the Deductible section:
Individual (in-network) ................ 1500.00
Family (in-network) .................... 3000.00
Structure .............................. EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first.
Out-of-network (individual) ............ 3000.00
In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network.
So member deductible balance is single combining IN and OON. For an in-network service, the threshold measured against is individual (in-network) 1500 (or family if applicable). For out-of-network service, threshold is out-of-network individual 3000. Since claim services are in-network, threshold individual in-network 1500. Deductible remaining after claim1 = 1500 - 620 = 880.
Claim2 2026-03-21 Outpatient surgery, in-network. Allowed 3100. No copay list for outpatient surgery; subject to deductible/coinsurance. In-network coinsurance after deductible: 20% member / 80% plan. Remaining deductible = 880. Apply allowed 3100: first 880 to deductible (member responsibility, plan 0). Remaining allowed after deductible = 3100 - 880 = 2220. Coinsurance 20% member = 444.00. Plan pays 80% = 1776.00. Total member responsibility = 880 + 444 = 1324.00. Plan paid = 1776.00. Deductible_applied = 880.00. Copay = 0.00 (outpatient surgery not a copay service). Coinsurance_amount = 444.00.
Now update accumulators after all claims (Claim2 is final listed). Ending member deductible accumulator: starting 0 + 620 (claim1) + 880 (claim2) = 1500.00. Since individual in-network deductible 1500 satisfied fully. So ending_member_deductible = 1500.00. (The accumulator caps at threshold? Usually accumulator is amount credited; once reaches 1500, it's 1500, not more. If further claims after meeting? No more claims. It's exactly 1500, so okay.)
Ending member OOPM accumulator: OOPM counts deductible + coinsurance + copays. Starting 0. Claim1: member paid 620 to deductible, OOPM +620 = 620. Claim2: member responsibility 1324 (880 deductible + 444 coinsurance). OOPM +1324 = 620 + 1324 = 1944.00. Wait check: 620+1324 = 1944. Yes. So ending_member_oopm = 1944.00. Does family OOPM matter? Individual OOPM in-network is 6000. Member hasn't reached. So fine.
But need ensure member_responsibility plus plan_paid equals allowed amount of final claim. Final claim allowed = 3100. Member responsibility = 1324. Plan paid = 1776. Sum = 3100. Yes.
Check if any copay for outpatient surgery? Plan document lists copays: Primary care office visit 30, Specialist 60, Urgent care 75, ER 400, Generic retail 15. Outpatient surgery is not an office visit; no copay. So 0.
Check if diagnostic imaging might have copay? No.
Check preventive? No.
Check if the ER copay waiver etc not relevant.
One more nuance: "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." No copays here.
Another nuance: Deductible structure embedded, family credited. After claim1, family deductible credited YTD? If single member, family deductible credited = 620? The task didn't ask ending family accumulators. But does family deductible credit affect when individual deductible met? Embedded: individual satisfies individual deductible on own; family deductible also satisfied once total family credits reach family amount, whichever comes first. Since individual met at 1500, family not yet 3000. So no effect. If family had other members, not given. We only know initial family accumulators 0. Since we have no other members' claims, family accumulators equal member's? The instruction says "a member's year-to-date accumulators as they stood immediately before the first claim listed" and includes family deductible/OOPM. We are to adjudicate the claims; each claim updates accumulators that next claim measured against. We might need to update family accumulators too, but the required ending fields are only member deductible and member OOPM. However, if family accumulators affect benefit (e.g., family deductible satisfied when total family credits reach 3000), we need to credit family accumulator with the member's deductible amounts? Let's examine.
The family deductible credited year to date is an accumulator for the family. In an embedded deductible, each individual has an embedded individual deductible (1500). The family deductible is 3000 aggregate. The way embedded works: There is a family deductible amount. Each family member has an embedded individual deductible (here 1500? Actually embedded individual is the individual amount? Wait typical: Family deductible 3000 with embedded individual deductible 1500 means no individual pays more than 1500 toward the family deductible; once an individual meets 1500, the plan starts paying for that individual, even if family total hasn't reached 3000. Also once total family reaches 3000, all have met deductible. The plan text: "Individual (in-network) ................ 1500.00; Family (in-network) ................ 3000.00; Structure .............................. EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." This implies: For an individual member, the deductible threshold is 1500 (embedded). But there is also family threshold 3000: if total family credits (sum of all members' deductible credits?) reach 3000, then the family deductible is satisfied for everyone, even those who haven't individually met 1500. "Whichever comes first" means the deductible is satisfied either when individual meets 1500 or when family total meets 3000. Since we have only one member listed (the accumulators are for this member and their family?), the family total credits are the sum of all family members' deductible amounts. If this is the only member, family total = member total. Then family reaches 3000 only after member reaches 3000, but member reaches individual 1500 first. So individual satisfied at 1500. Good.
Does family deductible accumulator get credited with 620 and 880? Yes, if this member is part of family, family credits increase by member's deductible credits. But required output doesn't ask family. For adjudicating, if there were other members, not provided; we assume the family accumulator given is only this member's? The prompt says "MEMBER ACCUMULATORS as of the moment before Claim 1: Member deductible credited YTD ...; Member OOPM ...; Family deductible credited YTD ...; Family OOPM ..." This suggests they are giving both member-level and family-level accumulators for the same family. Since only one member's claims are processed, the family accumulators after claims would be initial family + member's amounts if this member is the only one? But we aren't asked to report them. However, if family accumulator affects whether deductible is met for this member, we must consider: Family deductible credited YTD starts 0. If family credits include this member's deductible spending, then after claim1 family ded = 620, after claim2 = 1500. Family OOPM after claims = 1944. But family OOPM threshold is 12000 in-network; not reached. Family deductible threshold 3000; not reached. So no cross-over. Even if family credits are separate and not credited by this member's expenses (i.e., other members' expenses only), they remain 0. Still family ded not reached. So no effect on this member's deductible status: individual threshold 1500 is met at claim2.
Wait: If family accumulator is separate and not credited by this member's claims, then family deductible remains 0, individual still met at 1500. So same.
Now, one more nuance: Outpatient surgery might be subject to deductible and coinsurance, but is it possible that the surgery has a copay? Not listed. So no.
Check rounding: Allowed amounts and calculations exact. 20% of 2220 = 444.00; plan 80% = 1776.00. Deductible remaining 880 exact. Member resp 1324.00. Ending deductible 1500.00, OOPM 1944.00.
But let's double-check Claim1 effect on OOPM: Deductible payments count toward OOPM. The plan document says: "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." And "Premiums and non-covered services never count toward it." It does not list deductible as counting, but by definition OOPM is member cost share which includes deductible. In the glossary: "Out-of-pocket maximum (OOPM): the ceiling on member cost share for the plan year. Once reached, the plan pays 100% of the allowed amount for covered in-network services. Premiums and non-covered services never count toward it." Member cost share includes deductible, coinsurance, copays. So deductible counts. Yes.
Let's verify "Ending member deductible accumulator after all claims". It is the running year-to-date total of member's deductible. After claim2, the member has credited 1500 toward deductible. Does the accumulator cap at 1500 or continue to accumulate the full allowed amounts applied to deductible? In claim2, allowed after deductible remaining 880 applied to deductible, then remaining 2220 went to coinsurance, not deductible. So total deductible credited = 620 + 880 = 1500. Exactly equals threshold. So accumulator is 1500.00. If there were excess, the accumulator might be capped at 1500 (or show 1500). Not an issue.
Ending member OOPM accumulator = total member cost share YTD = 620 (claim1) + 1324 (claim2) = 1944.00. Wait, check claim2 member cost share: 880 deductible + 444 coinsurance = 1324. Yes. Sum 1944.
Now check required fields exactly:
"member_responsibility" number — member's total for FINAL claim listed (Claim2) = 1324.00
"plan_paid" number — plan's total for FINAL claim listed = 1776.00
"deductible_applied" number — deductible portion of FINAL claim = 880.00
"copay_amount" number — copay portion of FINAL claim = 0.00
"coinsurance_amount" number — coinsurance portion of FINAL claim = 444.00
"ending_member_deductible" number = 1500.00
"ending_member_oopm" number = 1944.00
Need output exactly one fenced JSON code block, nothing else. Use JSON null? Not needed. All numbers with two decimals. Should we include them as numbers (e.g., 1324.00) or as JSON numbers? JSON numbers don't preserve trailing zeros, but the contract says "Every value is a number with two decimal places." In JSON, 1324.00 is actually a number? JSON allows 1324.00 as a numeric literal? Yes, JSON number can have fraction .00. It's valid JSON: 1324.00. However, many JSON serializers would output 1324.0 or 1324? But we can write 1324.00; it's valid. Similarly 0.00. Need ensure no strings.
Let's consider if "member_responsibility" for final claim could be 1324.00, plan_paid 1776.00, sum 3100. Yes.
Let's double-check if any out-of-network? Both in-network.
Check if the diagnostic imaging or outpatient surgery are considered "office visit" with specialist copay? No, they are diagnostic imaging and outpatient surgery (facility or professional?). Allowed amount given. The plan's copay schedule only lists office visits, urgent care, ER, pharmacy. Outpatient surgery not an office visit. So deductible/coinsurance.
Could outpatient surgery be subject to a copay in addition to deductible/coinsurance? No, plan doesn't list. If it did, copay would apply maybe instead of deductible? Not here.
One more nuance: "Emergency room ... 400.00 copay, WAIVED if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance" Not relevant.
Preventive? No.
Could "Diagnostic imaging" be considered preventive? No.
Now think about the "single member deductible balance" phrase: "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." This might imply the member deductible balance is a single balance that has different thresholds depending on network of service. For in-network service, threshold is individual in-network 1500. The balance after claim1 is 620. For claim2 in-network, threshold still 1500, remaining 880. Good.
But wait: There is also family deductible credited YTD. For embedded, maybe the individual deductible is not 1500? The "Individual (in-network) ................ 1500.00" is the individual deductible. Since structure is Embedded, an individual satisfies the individual deductible on their own. That matches.
Now verify if the family deductible is also satisfied once total family credits reach the family amount, whichever comes first. Since individual satisfied at 1500, deductible satisfied. Thus after claim2, member has met deductible. For the remainder of plan year, services subject to deductible/coinsurance would have 20% coinsurance with no deductible. But no further claims.
Now check if OOPM credits: The plan says "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." It doesn't say deductible credits the OOPM, but OOPM includes all member cost share. Let's be absolutely certain. In some plan documents, the out-of-pocket maximum includes deductibles, coinsurance, and copays. The glossary in the harness says: "Out-of-pocket maximum (OOPM): the ceiling on member cost share for the plan year. Once reached, the plan pays 100% of the allowed amount for covered in-network services. Premiums and non-covered services never count toward it." Member cost share includes deductible, coinsurance, copays. The glossary also under Accumulator: "the running year-to-date total of a member's deductible or OOPM." It treats them separately, but OOPM accumulator counts member cost share. Deductible is member cost share. There's no statement that deductible does NOT count. Standard is yes. So 1944 is right.
But let's test alternative: If only coinsurance and copays count toward OOPM, and deductible does not (some weird plans have separate), then OOPM after claims would be claim1: 0? Actually claim1 all deductible, OOPM 0. Claim2: deductible 880 not count, coinsurance 444 count, OOPM = 444. Ending OOPM 444. But that contradicts standard and glossary "ceiling on member cost share". Member cost share in claim1 is 620 deductible; if OOPM didn't count it, then member could pay 620 + later 6000 = 6620 before OOPM. That's unusual and not indicated. Also plan says "Premiums and non-covered services never count toward it." It explicitly excludes only premiums and non-covered, implying all covered cost share (including deductible) counts. So 1944 is correct.
Another nuance: "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." This emphasizes copays count to OOPM. It doesn't say deductible doesn't. Good.
Now check rounding: 20% of 2220 = 444.00. If remaining deductible had been e.g., 880, yes.
Wait, check math: Allowed 3100. Deductible remaining 880. So amount subject to coinsurance = 3100 - 880 = 2220. Member coinsurance 20% of 2220 = 444. Plan coinsurance 80% of 2220 = 1776. Member total = 880 + 444 = 1324. Plan total = 1776. Sum = 3100. Yes.
Ending member deductible = 1500.00. Ending member OOPM = 1944.00. Let's recalc OOPM: claim1 member resp = 620 (deductible). Does the OOPM accumulator increase by 620? Yes. Claim2 member resp = 1324, of which 880 deductible (counts), 444 coinsurance (counts). Total increase 1324. Cumulative 1944. Yes.
But wait, ijson{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Qwen3.8 Flash · Alibaba17.3s · 606 out | 13.7s · 762 out | 16.4s · 814 out
Reasoning · 483 tokens
We need answer JSON only. Need adjudicate claims in order. Plan Bluebonnet PPO 1500. Member accumulators before Claim1: deductible 0, OOP 0, family 0.
Claim1: diagnostic imaging in-network. Not preventive listed. Allowed 620. Individual deductible remaining 1500. Since copays do not apply; diagnostic likely subject deductible. Member pays 100% until deductible met. Ded applied 620, coins 0. Member OOP credited 620. Family deductible credited 620. Ending after claim1: member ded 620, member oop 620, family ded 620, family oop 620.
Claim2: outpatient surgery in-network allowed 3100. Remaining individual deductible 1500 - 620 = 880. Apply deductible 880, remaining allowed 2220. Coinsurance 20% member = 444.00, plan 80% = 1776.00. Total member = 880+444=1324.00. Plan=1776.00. OOP add 1324; ending member oop 620+1324=1944. Ending member deductible: full 1500. Family deductible also 1500? Wait Claim2 family deduct credited total 620+880+444=1944? Yes. Family OOP 1944. Need required fields: member_responsibility for final claim 1324.00; plan_paid 1776.00; deductible_applied 880.00; copay_amount 0.00; coinsurance_amount 444.00; ending_member_deductible 1500.00; ending_member_oopm 1944.00.
Check if any OOPM? individual 6000, family 12000, not reached. Billed ignored. Need exactly JSON block. Ensure no extra text.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 639 tokens
We need answer JSON only. Need adjudicate two claims.
Plan: Bluebonnet PPO 1500. Individual in-network deductible 1500, family 3000 embedded. Member accumulators before claim1: member deductible 0, member OOP 0, family deductible 0, family OOP 0. Claim1 diagnostic imaging in-network, not preventive/copy specified? It's not in list of copay services; coinsurance after deductible. Allowed 620. Since deductible before claim1 member 0. Individual deductible 1500, family 3000 not satisfied. Apply entire 620 to deductible? Need consider deductible structure: embedded individual satisfies individual deductible on their own; family deductible satisfied once total family credits reach family amount whichever comes first. Since this is likely individual member. Claim1 member deductible 620, coinsurance 0. Member responsibility 620, plan paid 0. OOP credit 620 (deductible counts to OOP? Glossary: deductible amount member pays before coinsurance; OOPM ceiling on member cost share for covered services. Usually deductible counts to OOP unless plan says? Glossary says OOPM ceiling on member cost share. Plan doc says copays do NOT credit deductible, copays always credit OOP. It doesn't explicitly say deductible credits OOP, but standard and OOPM applies to member cost share. Need use accumulators ending member_oop after all claims likely include deductible + coinsurance + copays. Yes.
Claim2 outpatient surgery in-network allowed 3100. Before claim2 member deductible credited 620. Individual deductible threshold 1500. Remaining deductible 880. Apply 880 to deductible. Remaining allowed after deductible = 3100 - 880 = 2220. In-network coinsurance 20% member = 444, plan 80% = 1776. Member responsibility final claim = 880 + 444 = 1324. Plan paid = 1776. Deductible_applied final claim = 880. Copay 0. Coinsurance 444.
Ending accumulators: member deductible: 620 + 880 = 1500. (also maybe capped individual at 1500; allowed remaining after deductible 2220, if family deductible? Since individual satisfied; family deductible credited reaches 1500 not 3000. But member deductible accumulator after all claims likely member's deductible credits = 1500. ending member_oop: claim1 620 + claim2 1324 = 1944. Need consider OOP max? not reached. Family OOP not requested. All two decimals.
Need output only JSON fenced? System says Reply exactly one fenced JSON code block. Include required keys. final only code block.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 691 tokens
We need answer JSON only. Need adjudicate claims in order. Need compute for final Claim 2. Need ensure member_responsibility + plan_paid = allowed final. Need components deductible_applied, copay_amount, coinsurance_amount for final claim.
Plan: Bluebonnet PPO 1500. Individual in-network deductible 1500 embedded. Coinsurance in-network after deductible 20% member. Accumulators before claim1: member deductible 0, OOPM 0.
Claim1: diagnostic imaging, in-network, allowed 620. Not preventive? No copay. Deductible applies first. Member pays deductible portion = min(620, remaining 1500) = 620. Plan pays 0. Deductible credited = 620. Does deductible count toward OOPM? Usually yes: cost share for deductible credits OOPM. It says accumulators member deductible; coinsurance, copays credit OOPM. Likely deductible amounts count toward OOP max. In glossary deductible amount at allowed rate before coinsurance, OOP ceiling on member cost share. So after Claim1 member deductible 620, member OOP 620.
Claim2: outpatient surgery in-network allowed 3100. Remaining individual deductible = 1500-620 = 880. Deductible applied = 880. Remaining after deductible = 2220. Coinsurance member 20% = 444.00. Plan 80% = 1776.00. Total member responsibility = 1324.00. Plan paid = 1776.00. Does OOP max cap? Individual in-network OOPM 6000. Prior OOP 620. Claim2 member cost 1324 would bring OOP to 1944, below cap. No copay. Ending member deductible after all claims = 1500.00 (individual satisfied). Ending member OOP = 620 + 1324 = 1944.00. Family fields not required, but family deductible credited? not in keys. Need report fields: member_responsibility 1324.00, plan_paid 1776.00, deductible_applied 880.00, copay_amount 0.00, coinsurance_amount 444.00, ending_member_deductible 1500.00, ending_member_oopm 1944.00.
Double-check: Claim2 diagnostic? Outpatient surgery not copay. In-network allowed. Billed charges ignored. Good.
Need final only fenced JSON. Ensure two decimal places as numbers? JSON numbers can be 1324.00? JSON permits trailing zeros? Yes 1324.00 is valid number? JSON numbers allow fraction digits; 1324.00 okay. Or can output 1324.0? Requirement two decimal places. Use 1324.00. Ensure sum allowed 3100.00.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Kimi K2.6 · Moonshot15.9s · 1,170 out | 29.3s · 1,108 out | 63.7s · 3,786 out
Reasoning · 1,074 tokens
We need adjudicate two claims in order. Plan: Bluebonnet PPO 1500. Deductible individual in-network 1500.00, family 3000.00, embedded. Out-of-pocket max individual 6000.00, family 12000.00. Coinsurance after deductible in-network: 20% member / 80% plan. Copays do NOT credit deductible. Copays always credit OOPM.
Member accumulators before Claim 1: member ded 0.00, member OOPM 0.00, family ded 0.00, family OOPM 0.00.
Claim 1: 2026-03-04, Diagnostic imaging, in-network, allowed 620.00. Not a copay service; it's subject to deductible and coinsurance. Since member deductible credited YTD 0, we need to apply deductible up to individual ded 1500.00. Allowed 620.00. So deductible applied = 620.00. That leaves no remaining amount for coinsurance. So member responsibility = 620.00. Plan pays 0.00. Copay 0.00, coinsurance 0.00. Member deductible credited becomes 620.00. Member OOPM credited becomes 620.00 (since deductible credits OOPM). Family ded becomes 620.00. Family OOPM becomes 620.00.
Claim 2: 2026-03-21, Outpatient surgery, in-network, allowed 3100.00. Need to determine member responsibility based on remaining deductible. Member deductible credited currently 620.00; individual threshold 1500.00. So remaining deductible = 1500 - 620 = 880.00. Since allowed 3100 > 880, deductible applied = 880.00. Remaining after deductible = 3100 - 880 = 2220.00. Coinsurance = 20% of 2220 = 444.00. Member responsibility = 880 + 444 = 1324.00. Plan paid = 3100 - 1324 = 1776.00. Check: plan pays 80% of 2220 = 1776.00. Yes.
Copay = 0.00. Coinsurance amount = 444.00. Deductible applied = 880.00.
Now accumulators after Claim 2: Member deductible = 620 + 880 = 1500.00 (maxed). Member OOPM = previous 620 + 1324 = 1944.00. Family deductible = 620 + 880 = 1500.00. Family OOPM = 620 + 1324 = 1944.00. We need ending_member_deductible and ending_member_oopm after all claims. They ask for member accumulators after all claims, not family. So ending_member_deductible = 1500.00. ending_member_oopm = 1944.00.
Check plan paid plus member responsibility = 1776 + 1324 = 3100.00, equals allowed amount.
One thing: Is there any possibility that outpatient surgery has a copay? The plan document lists primary care office visit 30 copay, specialist 60, urgent care 75, emergency room 400, generic pharmacy 15. Outpatient surgery is not listed as copay, so deductible + coinsurance applies. Preventive care is not relevant. So correct.
Double-check OOPM: Does deductible credit OOPM? Usually yes. The plan document says "Once a member reaches the out-of-pocket maximum the plan pays 100%..." It doesn't explicitly say deductible counts to OOPM, but standard and glossary: OOPM is ceiling on member cost share. Deductible is part of member cost share. Also the accumulators show member out-of-pocket credited year to date, which would include deductible and coinsurance/copays. The task examples generally include deductible in OOPM. The glossary says accumulator is running year-to-date total of a member's deductible or OOPM. So we treat OOPM accumulator as sum of all member cost share (deductible, coinsurance, copays). So OOPM after claim 2 = 620 + 1324 = 1944.00.
Check embedded deductible: Family ded threshold 3000. Family ded credited after claim 1 = 620, after claim 2 = 1500. No impact because member individual ded not yet satisfied? Actually after claim 2 member satisfied. But family ded not yet satisfied. But since it's embedded, individual can satisfy on own. So that's fine.
Thus final answer for Claim 2:
member_responsibility: 1324.00
plan_paid: 1776.00
deductible_applied: 880.00
copay_amount: 0.00
coinsurance_amount: 444.00
ending_member_deductible: 1500.00
ending_member_oopm: 1944.00
Make sure formatting is exactly JSON with two decimal places. No extra keys. Output exactly one fenced JSON block.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,012 tokens
We need adjudicate Claim 1, update accumulators, then adjudicate Claim 2 and report required fields for Claim 2 (the final claim). Need compute member responsibility, plan paid, deductible applied, copay amount, coinsurance amount, ending member deductible, ending member oopm after both claims.
Plan: Bluebonnet PPO 1500. Deductible individual in-network $1500, family $3000, embedded. OOPM individual in-network $6000, family $12000. Coinsurance after deductible in-network 20% member / 80% plan. Copays do not credit deductible; they always credit OOPM. No copay applies to diagnostic imaging or outpatient surgery unless specified. No mention of copays for those services. So they are subject to deductible and coinsurance.
Accumulators before Claim 1: member deductible 0, member oopm 0, family ded 0, family oopm 0.
Claim 1: In-network diagnostic imaging. Allowed $620. Member has deductible $1500 individual remaining. Since family embedded, individual can satisfy on own. Deductible applied to claim = min(allowed, remaining deductible). Remaining ded = 1500. Allowed 620 < 1500, so entire allowed amount applies to deductible. Member pays $620 deductible. Coinsurance doesn't apply because after deductible not yet satisfied. No copay. Member responsibility = 620. Plan paid = 0. Deductible applied = 620. Copay = 0. Coinsurance = 0.
Update accumulators after Claim 1: member ded = 620. member oopm = 620 (since deductible counts to OOPM). Family ded = 620 (assuming this member is part of family; family ded accumulates total family credits). Family oopm = 620.
Now Claim 2: Outpatient surgery, in-network. Allowed $3100. Need apply deductible first. Remaining individual deductible = 1500 - 620 = 880. Allowed 3100 > 880, so $880 applies to deductible. After deductible satisfied, remaining allowed = 3100 - 880 = 2220. Coinsurance 20% of 2220 = 444.00. Member responsibility total = 880 + 444 = 1324.00. Plan paid = 3100 - 1324 = 1776.00. (Or 80% of 2220 = 1776). Deductible applied = 880. Copay = 0. Coinsurance amount = 444.
Check OOPM: Before claim 2, member OOPM = 620. Member responsibility 1324 adds to OOPM, making new member OOPM = 1944. This is below individual OOPM 6000. So no OOPM cap applied. Family OOPM similarly irrelevant because not reached.
Now ending accumulators: ending_member_deductible = 1500? Wait accumulator credited year to date means amount credited, not remaining. The prompt says "Member deductible credited year to date ... 0.00" before Claim 1. So accumulator is the amount credited, i.e., what has been accumulated toward the deductible. After Claim 1: 620. After Claim 2: 620 + 880 = 1500. So ending_member_deductible = 1500.00. Ending_member_oopm = 620 + 1324 = 1944.00.
Check plan document: Copays do not credit the deductible. No copays here. Preventive not relevant. So fine.
Double-check: Is there any nuance about family embedded deductible? Since family deductible is $3000, but embedded means individual can satisfy on own. The amount applied to deductible on Claim 2 is limited to remaining individual deductible. Since claim is in-network, measured against individual in-network deductible threshold. Yes.
Need output exactly JSON with required keys: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm. All two decimals.
Compute plan paid for final claim: allowed 3100 - member responsibility 1324 = 1776. Or 80% of 2220 = 1776. Yes.
Coinsurance amount: 444.00. Deductible applied: 880.00. Copay: 0.00.
Ending member deductible accumulator after all claims: 1500.00. Ending member oopm accumulator: 1944.00.
Wait check if any family OOPM or family deductible affects? Since only one member's claims shown, family accumulators not asked. Only member-level ending accumulators required. So done.
Now ensure JSON numbers not strings. Use null if required but not needed. Required keys only.
Let's produce JSON.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 3,690 tokens
The user wants me to adjudicate two claims in order and report the required fields for Claim 2.
Plan details:
- Plan year: 2026-01-01 to 2026-12-31
- Deductible: Individual in-network $1500, Family in-network $3000, Structure: EMBEDDED
- Out-of-network individual deductible: $3000
- In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network.
Wait, let me parse this carefully. "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network."
Hmm. This is a bit ambiguous. Usually this means there is one deductible bucket, but the threshold applied depends on network status. Let me re-read: "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network."
Actually, looking at the deductible section:
- Individual (in-network) ................ 1500.00
- Family (in-network) .................... 3000.00
- Structure .............................. EMBEDDED
- Out-of-network (individual) ............ 3000.00
And then: "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network."
This suggests that there is a single accumulator. When checking if deductible is met for an in-network service, we check against the in-network threshold ($1500 individual, $3000 family). When checking for out-of-network, we check against the out-of-network threshold ($3000 individual). But since both credit the same balance, payments toward in-network deductible also count toward out-of-network deductible and vice versa.
Wait, is there a family out-of-network deductible? It's not listed. Only "Out-of-network (individual) ............ 3000.00". So perhaps out-of-network only has individual? Or maybe family out-of-network is not specified, but since the plan says "the amount above is the threshold that balance is measured against when the service is out-of-network" - the amount above referring to the $3000? It doesn't mention family for out-of-network. But we only have in-network claims here, so maybe it doesn't matter.
- OOPM: Individual in-network $6000, Family in-network $12000, Individual out-of-network $12000.
- Once a member reaches OOPM, plan pays 100% of allowed amount for covered services.
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Coinsurance after deductible, out-of-network: 40% member / 60% plan
- Primary care office visit: $30 copay
- Specialist office visit: $60 copay
- Urgent care: $75 copay
- Emergency room: $400 copay, waived if results in inpatient admission (then deductible + coinsurance)
- Generic retail pharmacy: $15 copay
- Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum.
- Preventive care: 100% allowed, not subject to deductible/coinsurance/copay.
- Basis of payment: cost share calculated from ALLOWED amount.
Accumulators before Claim 1:
- Member deductible YTD: 0.00
- Member OOPM YTD: 0.00
- Family deductible YTD: 0.00
- Family OOPM YTD: 0.00
Claim 1: 2026-03-04, Diagnostic imaging, in-network, Allowed $620.00
Claim 2: 2026-03-21, Outpatient surgery, in-network, Allowed $3100.00
Need to adjudicate Claim 1 first, update accumulators, then adjudicate Claim 2, and report fields for Claim 2.
Claim 1 adjudication:
- In-network service, not preventive, not office visit/urgent care/ER/pharmacy. So subject to deductible and coinsurance.
- Allowed amount: 620.00
- Member deductible balance before: 0.00 (individual threshold 1500, family threshold 3000, embedded)
- Since member has not met deductible, the allowed amount first goes to deductible.
- Deductible remaining for member: 1500.00 (individual). But wait, embedded family deductible: individual satisfies on their own; family satisfied once total family credits reach family amount, whichever comes first.
- Since this is the first claim, family deductible YTD is 0.
- Member deductible applied: min(allowed amount, individual deductible remaining) = min(620, 1500) = 620.00.
- So $620.00 applies to member deductible.
- Remaining allowed amount after deductible: 0.00.
- Therefore coinsurance: 0.00.
- Copay: 0.00 (not applicable).
- Member responsibility: 620.00.
- Plan paid: 0.00.
- OOPM: Member responsibility credits OOPM. So member OOPM becomes 620.00.
- Deductible accumulators: Member deductible YTD = 620.00. Family deductible YTD = 620.00.
Wait, do family deductibles accumulate? Yes, family deductible credited YTD would increase by the amount credited to the family deductible. But in an embedded plan, when an individual's claim credits the deductible, does it credit both the individual and family? Yes, typically. The plan says "embedded — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." This implies that claims credit the family accumulator as well. So family deductible credited YTD becomes 620.00.
But wait, the prompt only gives accumulators for member and family. I need to track member deductible and OOPM for the member.
After Claim 1:
- Member deductible credited YTD: 620.00
- Member out-of-pocket credited YTD: 620.00
- Family deductible credited YTD: 620.00
- Family out-of-pocket credited YTD: 620.00
Claim 2: 2026-03-21, Outpatient surgery, in-network, Allowed $3100.00
- Subject to deductible and coinsurance (not preventive, not a copay service).
- Allowed amount: 3100.00
- Member deductible remaining: 1500.00 - 620.00 = 880.00.
- Family deductible remaining: 3000.00 - 620.00 = 2380.00.
- Since embedded, the member must satisfy their individual deductible. So first $880.00 goes to deductible.
- Remaining allowed amount after deductible: 3100.00 - 880.00 = 2220.00.
- Coinsurance applies: 20% member share of remaining = 0.20 * 2220.00 = 444.00.
- So member responsibility = 880.00 (deductible) + 444.00 (coinsurance) = 1324.00.
- Plan paid = 3100.00 - 1324.00 = 1776.00.
Check: 80% of 2220 = 1776. Yes.
- Copay: 0.00.
- Deductible applied: 880.00.
- Coinsurance amount: 444.00.
- OOPM accumulation: Member responsibility credits OOPM. Current member OOPM before claim 2: 620.00. New member OOPM after claim 2: 620 + 1324 = 1944.00.
Check against individual OOPM 6000: not reached.
- Ending member deductible: 1500.00 (fully met).
Wait, the key says "ending_member_deductible" — does this mean the accumulator amount (credits applied) or the remaining balance? Let me check the glossary or the key description.
The key is "ending_member_deductible" described as "member deductible accumulator after all claims". The accumulator is the running year-to-date total of credits. So it should be the total credited, i.e., 1500.00.
Let me verify the description: "Accumulator: the running year-to-date total of a member's deductible or OOPM." So yes, ending_member_deductible is the YTD credited amount, which is 1500.00.
Wait, let me double-check: "Member deductible credited year to date ... 0.00" at start. After Claim 1, credited is 620. After Claim 2, credited is 1500. So ending_member_deductible = 1500.00.
Ending_member_oopm: YTD total of OOPM. After Claim 1: 620. After Claim 2: 620 + 1324 = 1944.00. Is there any copay? No. So OOPM is 1944.00.
Let me verify the family accumulator? The required keys only ask for member-level ending accumulators. So I don't need to output family.
So for Claim 2 specifically:
- member_responsibility: 1324.00
- plan_paid: 1776.00
- deductible_applied: 880.00
- copay_amount: 0.00
- coinsurance_amount: 444.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1944.00
Check: member_responsibility + plan_paid = 1324.00 + 1776.00 = 3100.00 = allowed amount. Good.
Are there any wrinkles?
- Could the diagnostic imaging be considered preventive? "Diagnostic imaging" — not preventive. Preventive care is specific preventive services. Diagnostic imaging is diagnostic, not preventive.
- Is outpatient surgery subject to a copay? No, only the listed services have copays. Outpatient surgery is not in that list, so deductible + coinsurance applies.
- Are copays supposed to credit deductible? "Copays do NOT credit the deductible." But there are no copays here anyway.
- Does the family deductible affect the member's cost share? With embedded deductible, once the individual deductible is met, coinsurance begins for that individual regardless of family. The family deductible is only relevant if we were tracking family satisfaction, but the member has their own individual threshold. Since individual threshold is 1500, and after Claim 1 they have 620, they still have 880 left. So Claim 2 uses that up first. Correct.
Let me re-read the single balance language: "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network."
This could imply that there is only one balance per member, not separate in-network and out-of-network balances. But the threshold depends on network status. For in-network, the threshold is 1500. For out-of-network, it's 3000. But here both claims are in-network, so threshold is 1500. So my calculation holds.
Wait, is there any ambiguity about whether the member has an individual or family deductible? The prompt says "Member deductible credited year to date" and "Family deductible credited year to date". The plan is embedded. Usually, in an embedded plan, each member has their own individual deductible, and there is also a family deductible. The member's claims credit both their individual balance and the family balance. Since the prompt tracks both member and family accumulators, we should probably assume this is a family plan and the member is part of it. The member's cost share depends on whether the member has met their individual deductible. Since they start at 0, they need to meet the individual 1500. The family deductible doesn't affect the member's individual cost sharing directly in an embedded plan, except if the family deductible is met first (which it isn't here).
So everything seems straightforward.
Let me calculate precisely:
Claim 1:
Allowed: 620.00
Deductible applied: 620.00
Remaining: 0
Coinsurance: 0
Member resp: 620.00
Plan paid: 0.00
Member ded YTD: 620.00
Member OOP YTD: 620.00
Claim 2:
Allowed: 3100.00
Deductible remaining (individual): 1500.00 - 620.00 = 880.00
Deductible applied: 880.00
Remaining allowed: 3100.00 - 880.00 = 2220.00
Coinsurance: 20% of 2220.00 = 444.00
Member resp: 880.00 + 444.00 = 1324.00
Plan paid: 3100.00 - 1324.00 = 1776.00
Member ded YTD: 620.00 + 880.00 = 1500.00
Member OOP YTD: 620.00 + 1324.00 = 1944.00
Family accumulators: not asked for output.
Keys required:
"member_responsibility" number — the member's total for the FINAL claim listed
"plan_paid" number — the plan's total for the FINAL claim listed
"deductible_applied" number — the deductible portion of the FINAL claim
"copay_amount" number — the copay portion of the FINAL claim
"coinsurance_amount" number — the coinsurance portion of the FINAL claim
"ending_member_deductible" number — member deductible accumulator after all claims
"ending_member_oopm" number — member out-of-pocket accumulator after all claims
So:
member_responsibility: 1324.00
plan_paid: 1776.00
deductible_applied: 880.00
copay_amount: 0.00
coinsurance_amount: 444.00
ending_member_deductible: 1500.00
ending_member_oopm: 1944.00
Double-check OOPM: Is the deductible portion counted toward OOPM? Yes, because member cost share includes deductible, coinsurance, and copays (except premiums and non-covered). The plan says "Out-of-pocket maximum (OOPM): the ceiling on member cost share for the plan year." Deductible is member cost share. So yes, deductible applied counts toward OOPM. The accumulators started at 0, and the prompt only gave OOPM credited YTD as 0. So after Claim 1, OOPM is 620. After Claim 2, OOPM is 620 + 1324 = 1944. Correct.
Is there any chance that the family deductible being embedded changes the math? For example, in some embedded plans, if the family deductible is met before an individual meets theirs, the individual is considered met. But here family after Claim 1 is 620, after Claim 2 is 620 + 880 = 1500 (family deductible is 3000). So family is not met. Individual is met after Claim 2. So no issue.
Actually, wait. Does the deductible applied on Claim 2 count toward the family deductible? Yes. Does the coinsurance count toward family OOPM? The family OOPM would increase by the member's OOPM from this claim, but again, not asked.
Is there any chance that the plan's "single member deductible balance" language means something else? Let's parse: "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network."
The amounts above in the deductible section are:
- Individual (in-network) 1500
- Family (in-network) 3000
- Out-of-network (individual) 3000
So maybe the "amount above" refers to the 3000 out-of-network individual deductible. This sentence is clarifying that if you have in-network claims that credit your deductible, those same credits count toward your out-of-network deductible threshold (3000). It doesn't change the in-network threshold of 1500.
So the calculation is fine.
I should output exactly the JSON block.
Wait, I need to be careful about number formatting. Plain number with two decimal places: 1324.00, not 1324.0 and not $1,324.00.
Let me ensure no extra keys. The required keys are exactly those 7.
Final check:
member_responsibility + plan_paid = 1324.00 + 1776.00 = 3100.00 = allowed amount. Good.
deductible_applied + coinsurance_amount + copay_amount = 880.00 + 444.00 + 0.00 = 1324.00 = member_responsibility. Good.
ending_member_deductible = 1500.00 (which is the individual in-network deductible). The accumulator after all claims is exactly 1500.00 because they met it.
ending_member_oopm = 1944.00.
All looks correct.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100GPT-5.6 Luna · OpenAI2.6s · 161 out | 2.8s · 180 out | 2.7s · 165 out
Reasoning · 62 tokens
**Calculating insurance details**
I need to make some calculations regarding the claims. For Claim 1, the deductible is 620, and the member's out-of-pocket (oop) is also 620. For Claim 2, the remaining deductible is 880, with coinsurance on 2220 coming to 444. The member responsibility is 1324, with the plan covering 1776. The ending deductible amounts to 1500, and the total out-of-pocket ends up at 1944. I need to format these exact numbers in JSON.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 66 tokens
**Calculating healthcare claims**
I need to calculate some figures related to healthcare claims. First, for Claim 1, the deductible is 620, and the member out-of-pocket (oop) is also 620. For Claim 2, the remaining deductible is 880. Then, with a coinsurance of 20% on 2220, that’s 444. The member's total comes to 1324, while the plan covers 1776. I should also note the accumulated deductible is 1500, with the total OOP reaching 1944. Now I need to ensure I format this data in JSON with the exact keys.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}100Claude Haiku 4.5 · Anthropic21.3s · 1,840 out | 47.4s · 5,186 out | 17.6s · 1,220 out
Reasoning · 1,726 tokens
Let me work through this step by step.
Plan details:
- Individual deductible (in-network): 1500.00
- Family deductible (in-network): 3000.00
- Structure: EMBEDDED
- In-network coinsurance: 20% member / 80% plan
- Out-of-network coinsurance: 40% member / 60% plan
- Individual OOPM (in-network): 6000.00
- Family OOPM (in-network): 12000.00
Initial accumulators:
- Member deductible: 0.00
- Member OOPM: 0.00
- Family deductible: 0.00
- Family OOPM: 0.00
CLAIM 1: 2026-03-04
- Service: Diagnostic imaging, in-network
- Network: In-network
- Billed: 1178.00
- Allowed: 620.00
This is a non-preventive, in-network service with no copay specified in the plan document. It's subject to deductible and coinsurance.
The member has not satisfied their individual deductible (1500.00). The allowed amount is 620.00.
The entire 620.00 applies to the deductible. After this claim:
- Member deductible accumulated: 620.00
- Member has not yet hit their individual deductible of 1500.00
- Family deductible accumulated: 620.00
Since the entire allowed amount goes to the deductible:
- Member responsibility: 620.00
- Plan paid: 0.00
- Deductible applied: 620.00
- Copay: 0.00
- Coinsurance: 0.00
Member OOPM update: The plan document says "Copays always credit the out-of-pocket maximum." For the deductible portion, does it credit OOPM? Let me check the plan document again.
The OOPM section states the plan pays 100% once reached, but doesn't explicitly clarify deductible's role. Since deductible and coinsurance together represent member cost-share, both should logically credit OOPM. I need to check if there's an explicit statement about allowed amounts governing member cost share, since billed amounts above allowed don't count.
Standard insurance practice includes deductible, coinsurance, and copays in the OOPM calculation. The document confirms copays always credit OOPM—deductible and coinsurance should follow the same pattern unless stated otherwise.
After Claim 1:
- Member deductible/OOPM: 620.00
- Family deductible/OOPM: 620.00
Claim 2 (2026-03-21): Outpatient surgery, in-network, billed 5890.00, allowed 3100.00. No copay applies—subject to deductible then coinsurance. Remaining individual deductible: 1500.00 - 620.00 = 880.00.
Applying deductible of 880.00 first leaves 2220.00 subject to 20% coinsurance = 444.00. Member total for this claim: 880.00 + 444.00 = 1324.00. Plan pays 3100.00 - 1324.00 = 1776.00.
Updated totals:
- Member deductible: 1500.00 (satisfied)
- Member OOPM: 620.00 + 1324.00 = 1944.00
- Family deductible: 1500.00
20% of 2220.00): 2220.00 * 0.20 = 444.00
- Plan pays 80%: 1776.00
- Member responsibility: 880.00 + 444.00 = 1324.00
- Verify: 1324.00 + 1776.00 = 3100.00 ✓
Accumulators check out: deductible 620.00 + 880.00 = 1500.00, OOPM 620.00 + 1324.00 = 1944.00. All numbers confirmed.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 5,072 tokens
Let me carefully work through this step by step.
PLAN DETAILS:
- Individual deductible (in-network): 1500.00
- Family deductible (in-network): 3000.00
- Structure: EMBEDDED - individual satisfies individual deductible on their own; family is satisfied once total family credits reach family amount
- Coinsurance after deductible (in-network): 20% member / 80% plan
- Out-of-network OOPM (individual): 12000.00
- In-network OOPM (individual): 6000.00
- In-network OOPM (family): 12000.00
- Copays do NOT credit the deductible but DO credit the OOPM
STARTING ACCUMULATORS (before Claim 1):
- Member deductible: 0.00
- Member OOPM: 0.00
- Family deductible: 0.00
- Family OOPM: 0.00
**CLAIM 1 — 2026-03-04**
- Service: Diagnostic imaging, in-network
- Network: In-network
- Billed charge: 1178.00
- Allowed amount: 620.00
Since this is in-network and diagnostic imaging (not a copay service), it's subject to:
1. Deductible first
2. Then coinsurance (20% member / 80% plan)
Deductible remaining: 1500.00 (individual in-network)
The allowed amount is 620.00. This goes toward the deductible first.
- Deductible applied: 620.00
- Amount applied to deductible: 620.00
- Remaining deductible: 1500.00 - 620.00 = 880.00
- Coinsurance amount: 0.00, since the full allowed amount was consumed by the deductible.
Member owes 620.00 total (all deductible, no coinsurance), and the plan pays nothing on this claim.
Updated accumulators: member deductible 620.00, member OOPM 620.00, family deductible 620.00, family OOPM 620.00 — deductible credits flow into OOPM totals as well.
Next up is Claim 2, an outpatient surgery service dated 2026-03-21.
In-network, billed at 5890.00 with an allowed amount of 3100.00. With 880.00 left on the deductible (1500 - 620), I apply that first against the allowed amount, leaving 2220.00 subject to 80/20 coinsurance split: member owes 444.00, plan covers 1760.00.
Total member responsibility comes to 1324.00 (880 deductible + 444 coinsurance), while the plan's payment is just the coinsurance portion, 1760.00, since the deductible chunk was member-paid.
Checking the math: 1324.00 + 1760.00 = 3084.00, not 3100.00 — something's off by 16.00. Retracing the same steps (880 deductible, 2220 remaining, 444 member coinsurance, 1760 plan coinsurance) gives the same 3084.00 total, so the discrepancy persists and needs another look.
00
Let me verify: 880.00 + 444.00 + 1760.00 = 3084.00 — that's off from 3100.00, so something's inconsistent. Rechecking the breakdown: deductible 880.00 applied, leaving 2220.00 subject to coinsurance.
444.00 + 1760.00 = 2204.00, not 2220.00 — the coinsurance split doesn't add up correctly. Recomputing 2220.00 × 0.20 and × 0.80 to find the discrepancy.
Actually 2220 × 0.8 = 1776, not 1760 — I made an arithmetic error. Redoing this: 444 + 1776 = 2220, which checks out correctly.
So for Claim 2, the plan coinsurance is 1776.00, not 1760.00. Total member responsibility: 880.00 + 444.00 = 1324.00. Total plan pays: 1776.00. Sum: 1324 + 1776 = 3100.00, matching the claim total.
Updating accumulators after Claim 2: Member deductible reaches 620 + 880 = 1500.00 (fully satisfied).
Member OOPM becomes 620 + 1324 = 1944.00, since deductible and coinsurance both count. Family deductible and OOPM track the same since only one member has claims so far, hitting 1500.00 and 1944.00 respectively. The plan confirms copays also credit toward OOPM, though none apply here.
d the family deductible, satisfying the individual's own deductible obligation, but the family total of 3000.00 isn't fully met unless another member contributes further. With just this single member, hitting the 1500.00 individual cap means they're done—no more deductible owed by them regardless of the family maximum.
The task specifically focuses on Claims 1 and 2, so I should concentrate on determining the exact values for Claim 2 instead of speculating further.
The required fields are member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, and ending_member_oopm.
For Claim 2: deductible_applied comes to 880.00 (remaining from the 1500.00 individual deductible after Claim 1's 620.00), coinsurance_amount is 444.00 (20% of the 2220.00 balance), making member_responsibility 1324.00 and plan_paid 1776.00. Copay_amount is 0.00 since outpatient surgery isn't a copay service. Ending_member_deductible is 1500.00, now fully satisfied. Ending_member_oopm is 1944.00 (620.00 + 1324.00).
Checking: 1324.00 + 1776.00 = 3100.00 matches the claim total, and 880.00 + 444.00 = 1324.00 matches member responsibility.
I should verify the OOPM section of the policy to make sure I'm applying it correctly.
The OOPM is 6000.00 individual in-network, and once reached the plan covers 100% for the rest of the year. Copays don't credit the deductible but do credit the OOPM.
Since Claim 1 contributed 620.00 to OOPM (deductible payment) and Claim 2 contributes 1324.00, the running total is 1944.00 — well under the 6000.00 threshold, so no 100% coverage kicks in yet.
I want to confirm outpatient surgery isn't a copay service by checking the cost-share breakdown for office visits versus surgery.
Copay services list only primary care, specialist, urgent care, ER, and pharmacy — outpatient surgery isn't among them, so it stays under the standard 20%/80% coinsurance after deductible.
So Claim 2 breaks down as: copay 0.00, deductible applied 880.00, coinsurance 444.00, totaling 1324.00 member responsibility and 1776.00 plan paid.
ending_member_deductible lands at 1500.00, ending_member_oopm at 1944.00 — I want to verify what "ending_member_deductible" actually represents to make sure I'm reporting the right accumulated value.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,106 tokens
Let me work through this step by step.
Starting accumulators:
- Member deductible: 0.00
- Member OOPM: 0.00
- Family deductible: 0.00
- Family OOPM: 0.00
The plan has:
- Individual in-network deductible: 1500.00
- Family in-network deductible: 3000.00
- Embedded structure (individual can be satisfied separately from family)
- Individual in-network OOPM: 6000.00
- Family in-network OOPM: 12000.00
- In-network coinsurance: 20% member / 80% plan
- No copay for diagnostic imaging or outpatient surgery
**CLAIM 1 — 2026-03-04**
Service: Diagnostic imaging, in-network
Allowed amount: 620.00
Since this is in-network and not preventive care, it's subject to deductible and coinsurance.
Member deductible before: 0.00
Individual deductible: 1500.00
The entire $620.00 goes to the deductible since the member hasn't met their $1500.00 individual deductible yet.
Deductible applied to Claim 1: 620.00
Remaining from allowed amount: 620.00 - 620.00 = 0.00
After deductible is met, coinsurance would apply, but there's nothing left.
Coinsurance on Claim 1: 0.00
Member responsibility on Claim 1:
- Deductible: 620.00
- Coinsurance: 0.00
- Total: 620.00
Plan pays on Claim 1: 620.00 - 620.00 = 0.00
Both member and family accumulators update by 620.00 since deductible payments also count toward OOPM.
**CLAIM 2 — 2026-03-21**
Service: Outpatient surgery, in-network
Allowed amount: 3100.00
The member has 1500.00 - 620.00 = 880.00 left on their individual deductible.
The $3100.00 allowed amount first satisfies this remaining $880.00 deductible, leaving 2220.00 subject to 20% coinsurance.
Coinsurance: 2220.00 × 0.20 = 444.00
Member owes: 880.00 + 444.00 = 1324.00
Plan pays: 3100.00 - 1324.00 = 1776.00
Updated accumulators:
- Member deductible: 620.00 + 880.00 = 1500.00 (fully met)
- Member OOPM: 620.00 + 1324.00 = 1944.00
Family deductible: 620.00 + 880.00 = 1500.00
Family OOPM: 620.00 + 1324.00 = 1944.00
Final report for Claim 2:
member_responsibility: 1324.00
plan_paid: 1776.00
deductible_applied: 880.00
copay_amount: 0.00
coinsurance_amount: 444.00
ending_member_deductible: 1500.00
ending_member_oopm: 1944.00
Checking: 1324.00 + 1776.00 = 3100.00 ✓, matches the allowed amount.
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}67Qwen3.7 Max · Alibaba15.6s · 1,081 out | 14.0s · 1,291 out | 14.7s · 1,141 out
Reasoning · 958 tokens
Let me adjudicate the claims in order.
**Claim 1 — 2026-03-04**
- Service: Diagnostic imaging, in-network
- Network: In-network
- Billed charge: 1178.00
- Allowed amount: 620.00
Member accumulators before Claim 1:
- Member deductible: 0.00
- Member OOPM: 0.00
- Family deductible: 0.00
- Family OOPM: 0.00
This is an in-network service. The individual deductible is 1500.00. The member has 0.00 credited.
Since the deductible hasn't been met, the allowed amount goes toward the deductible.
- Deductible applied: 620.00 (full allowed amount since 620 < 1500)
- Member responsibility: 620.00
- Plan paid: 0.00
- Copay: 0.00
- Coinsurance: 0.00
After Claim 1:
- Member deductible: 620.00
- Member OOPM: 620.00
- Family deductible: 620.00
- Family OOPM: 620.00
**Claim 2 — 2026-03-21**
- Service: Outpatient surgery, in-network
- Network: In-network
- Billed charge: 5890.00
- Allowed amount: 3100.00
Member accumulators before Claim 2:
- Member deductible: 620.00
- Member OOPM: 620.00
- Family deductible: 620.00
- Family OOPM: 620.00
Individual deductible is 1500.00. Remaining deductible: 1500.00 - 620.00 = 880.00
Allowed amount: 3100.00
Step 1: Apply deductible
- Deductible remaining: 880.00
- Deductible applied: 880.00
- Remaining allowed after deductible: 3100.00 - 880.00 = 2220.00
Step 2: Apply coinsurance (20% member / 80% plan for in-network)
- Member coinsurance: 2220.00 * 20% = 444.00
- Plan coinsurance: 2220.00 * 80% = 1776.00
Step 3: Check OOPM
- Member OOPM before: 620.00
- Member OOPM credit from this claim: deductible (880.00) + coinsurance (444.00) = 1324.00
- Member OOPM after: 620.00 + 1324.00 = 1924.00
- Individual OOPM limit: 6000.00
- 1924.00 < 6000.00, so OOPM is not reached.
Summary for Claim 2:
- Member responsibility: 880.00 + 444.00 = 1324.00
- Plan paid: 1776.00
- Deductible applied: 880.00
- Copay amount: 0.00
- Coinsurance amount: 444.00
- Ending member deductible: 620.00 + 880.00 = 1500.00
- Ending member OOPM: 620.00 + 880.00 + 444.00 = 1924.00
Check: member_responsibility + plan_paid = 1324.00 + 1776.00 = 3100.00 = allowed amount. ✓json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1924.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1924,
"ok": false,
"present": true
}
],
"fabricated": true,
"abstained": false
}Reasoning · 1,168 tokens
Let me work through this step by step.
**Plan Document Summary:**
- Individual deductible (in-network): 1500.00
- Family deductible: 3000.00
- Structure: Embedded
- Individual OOPM (in-network): 6000.00
- Coinsurance after deductible, in-network: 20% member / 80% plan
- Copays do NOT credit the deductible. Copays always credit the OOPM.
**Starting Accumulators:**
- Member deductible credited YTD: 0.00
- Member OOPM credited YTD: 0.00
- Family deductible credited YTD: 0.00
- Family OOPM credited YTD: 0.00
---
**Claim 1 — 2026-03-04**
- Service: Diagnostic imaging, in-network
- Network: In-network
- Billed: 1178.00
- Allowed: 620.00
This is a diagnostic imaging service, not a copay service. It's subject to deductible and coinsurance.
Member deductible before: 0.00
Individual deductible: 1500.00
The allowed amount is 620.00. Since the member hasn't met the deductible, the full allowed amount goes to the deductible.
- Deductible applied: 620.00
- Coinsurance: 0.00 (deductible not yet met)
- Member responsibility: 620.00
- Plan paid: 0.00
**Accumulators after Claim 1:**
- Member deductible credited: 0.00 + 620.00 = 620.00
- Member OOPM credited: 0.00 + 620.00 = 620.00
- Family deductible credited: 0.00 + 620.00 = 620.00
- Family OOPM credited: 0.00 + 620.00 = 620.00
---
**Claim 2 — 2026-03-21**
- Service: Outpatient surgery, in-network
- Network: In-network
- Billed: 5890.00
- Allowed: 3100.00
This is outpatient surgery, not a copay service. Subject to deductible and coinsurance.
Member deductible before: 620.00
Individual deductible: 1500.00
Remaining deductible: 1500.00 - 620.00 = 880.00
Allowed amount: 3100.00
First, apply remaining deductible:
- Deductible applied: 880.00
Remaining allowed after deductible: 3100.00 - 880.00 = 2220.00
Now apply coinsurance (20% member / 80% plan) on the remaining 2220.00:
- Member coinsurance: 2220.00 * 0.20 = 444.00
- Plan coinsurance: 2220.00 * 0.80 = 1776.00
Member responsibility for Claim 2:
- Deductible: 880.00
- Coinsurance: 444.00
- Total member responsibility: 880.00 + 444.00 = 1324.00
Plan paid for Claim 2:
- Plan coinsurance: 1776.00
Check: 1324.00 + 1776.00 = 3100.00 ✓
**Accumulators after Claim 2:**
- Member deductible credited: 620.00 + 880.00 = 1500.00 (met!)
- Member OOPM credited: 620.00 + 880.00 + 444.00 = 1944.00
- Family deductible credited: 620.00 + 880.00 = 1500.00
- Family OOPM credited: 620.00 + 880.00 + 444.00 = 1944.00
Check OOPM: 1944.00 < 6000.00, so no OOPM cap applies.
**Required fields for Claim 2:**
- member_responsibility: 1324.00
- plan_paid: 1776.00
- deductible_applied: 880.00
- copay_amount: 0.00
- coinsurance_amount: 444.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1944.00
json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,018 tokens
Let me work through this step by step.
**Plan details:**
- Individual deductible (in-network): 1500.00
- Embedded structure
- Coinsurance after deductible, in-network: 20% member / 80% plan
- OOPM individual (in-network): 6000.00
- Copays do NOT credit the deductible. Copays always credit the OOPM.
**Starting accumulators:**
- Member deductible: 0.00
- Member OOPM: 0.00
- Family deductible: 0.00
- Family OOPM: 0.00
---
**Claim 1 — 2026-03-04**
- Service: Diagnostic imaging, in-network
- Network: In-network
- Billed: 1178.00
- Allowed: 620.00
This is a diagnostic imaging service, in-network. No copay applies (it's not a PCV, specialist, urgent care, ER, or pharmacy). So it's subject to deductible and coinsurance.
Deductible not yet met (0.00 out of 1500.00).
Allowed amount: 620.00
Deductible applied: 620.00 (since 620.00 < 1500.00 remaining deductible)
Remaining deductible after: 1500.00 - 620.00 = 880.00
Coinsurance: 0.00 (deductible not yet met for this claim, entire amount goes to deductible)
Member responsibility: 620.00
Plan paid: 0.00
Accumulators after Claim 1:
- Member deductible: 620.00
- Member OOPM: 620.00
- Family deductible: 620.00
- Family OOPM: 620.00
---
**Claim 2 — 2026-03-21**
- Service: Outpatient surgery, in-network
- Network: In-network
- Billed: 5890.00
- Allowed: 3100.00
This is outpatient surgery, in-network. No specific copay applies. Subject to deductible and coinsurance.
Deductible remaining: 1500.00 - 620.00 = 880.00
Allowed amount: 3100.00
Deductible applied: 880.00 (fills the remaining deductible)
Remaining allowed after deductible: 3100.00 - 880.00 = 2220.00
Coinsurance: 20% of 2220.00 = 444.00
Plan pays: 80% of 2220.00 = 1776.00
Member responsibility: 880.00 (deductible) + 444.00 (coinsurance) = 1324.00
Plan paid: 1776.00
Check: 1324.00 + 1776.00 = 3100.00 ✓
OOPM credits from Claim 2: 880.00 + 444.00 = 1324.00
Member OOPM after Claim 2: 620.00 + 1324.00 = 1944.00
Member OOPM limit: 6000.00, so not reached.
Accumulators after Claim 2:
- Member deductible: 620.00 + 880.00 = 1500.00
- Member OOPM: 620.00 + 1324.00 = 1944.00
**Required fields for Claim 2:**
- member_responsibility: 1324.00
- plan_paid: 1776.00
- deductible_applied: 880.00
- copay_amount: 0.00
- coinsurance_amount: 444.00
- ending_member_deductible: 1500.00
- ending_member_oopm: 1944.00json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}67DeepSeek V4 Pro · DeepSeek3.0s · 98 out | 15.6s · 963 out | 34.1s · 1,639 out
json{
"member_responsibility": 1256.00,
"plan_paid": 1844.00,
"deductible_applied": 1120.00,
"copay_amount": 0.00,
"coinsurance_amount": 136.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1256.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1256,
"ok": false,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1844,
"ok": false,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 1120,
"ok": false,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 136,
"ok": false,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1256,
"ok": false,
"present": true
}
],
"fabricated": true,
"abstained": false
}Reasoning · 865 tokens
We need to adjudicate two claims in order, updating accumulators. For Claim 1 (imaging, in-network). Plan: deductible 1500 individual, embedded family 3000. No cost shares for preventive unless specified; this is diagnostic imaging, not preventive. So it's subject to deductible and coinsurance. Since no preventive, not a copay service (not an office visit). It's a general in-network service: after deductible, coinsurance 20% member.
Member accumulators before Claim 1: all 0. Allowed amount 620.00. Since no deductible met, the entire allowed goes toward deductible. Member responsibility = allowed amount up to deductible = 620.00. Deductible applied: 620.00. No copay, no coinsurance because not yet met deductible. So member pays 620.00. Plan pays 0.00. After claim: member deductible accumulated: 620.00, family deductible accumulated: 620.00 (since embedded, each dollar counts to both individual and family). Member OOPM: 620.00, family OOPM: 620.00. (Copays not credited to deductible, but this wasn't a copay; deductible and coinsurance credits count toward OOPM.)
Now Claim 2: Outpatient surgery, in-network. Allowed amount 3100.00. Current member deductible: 620.00 met, so remaining deductible: 1500-620 = 880.00. So first 880.00 of the allowed will go to deductible. After that, the remaining 3100-880 = 2220.00 will be subject to 20% coinsurance. So member responsibility: deductible portion 880.00 + coinsurance 20% of 2220 = 444.00, total = 1324.00. Plan paid: 80% of 2220 = 1776.00. So member responsibility 1324.00, plan paid 1776.00. Deductible applied: the deductible portion of this claim is 880.00 (since only that much fills the remaining deductible). Copay amount: 0.00. Coinsurance amount: 444.00.
Now update accumulators: member deductible after claim: 620+880 = 1500.00 (met). Member OOPM before claim: 620.00, add member responsibility from this claim: 1324.00 = 1944.00. But note: deductible credits count to OOPM, so yes. Family deductible: before claim 620, now add 880 = 1500? Actually family deductible individual also accumulates, so family deductible = sum of all family member credits. Since only one member, family deductible after claim = 1500.00 (individual met, family not yet met because family deductible is 3000). Family OOPM: before 620, add 1324 = 1944.00. No other members. So ending member deductible after all claims: 1500.00, ending member OOPM: 1944.00.
Now check any special rules: emergency room copay not applicable. No copay for outpatient surgery. So everything correct.
Double-check: Claim 1, the allowed amount 620 is less than deductible, so member pays full allowed. That's 620.00. No plan payment. So after claim 1: member ded = 620, member OOPM = 620. Claim 2: allowed 3100. Remaining deductible = 1500-620=880. So first 880 to member ded, remaining 2220 subject to 20% coinsurance = 444. So total member = 1324.00. Plan pays 80% of 2220 = 1776.00. So plan_paid 1776.00, member_responsibility 1324.00, deductible_applied 880.00, copay 0, coinsurance 444.00. Ending member deductible: 1500.00. Ending member OOPM: 620+1324=1944.00. All good.
Thus JSON output.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,541 tokens
We are asked to adjudicate claims in order. We have two claims. Claim 1 is first, then Claim 2. We need to report the final claim's (Claim 2) member responsibility, plan paid, deductible applied, copay amount, coinsurance amount, ending member deductible, and ending member OOPM.
First, we need to adjudicate Claim 1, update accumulators, then adjudicate Claim 2 using the updated accumulators.
Plan details:
- In-network deductible individual: 1500.00
- Family deductible: 3000.00, Embedded structure. So individual deductible is 1500, family is 3000. Embedded means a member can satisfy the individual deductible on their own. But the family deductible is also tracked. Since we only have one member (presumably, as accumulators are for member), we'll track single member's accumulators. Family deductible credits also accumulate from this member? The family deductible is an aggregate of all family members' spending. The plan says "family deductible is also satisfied once total family credits reach the family amount, whichever comes first." For this scenario, we have a single member with no other family members mentioned, so the family deductible would track the same as the individual? But we should assume that the family accumulator is separate and might be affected by this member. However, the member's deductible accumulator is what matters for determining when the individual deductible is met. The plan says "in-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance." So the member has one deductible balance, and the threshold for in-network is 1500, out-of-network is 3000. The family deductible is 3000. Since the member is the only one, the family deductible will be satisfied when the member's deductible credits reach 3000? But embedded structure often means that an individual's deductible is 1500, but the family has an overall 3000, and once an individual reaches 1500, they start coinsurance, but family deductible might still apply for others. For this exercise, we'll treat the member's own deductible as the individual amount (1500 for in-network) and family deductible credits as the member's spending toward family (same as member's deductible credits since no other family members). The member out-of-pocket maximum is individual 6000, family 12000. So similarly.
So for Claim 1:
Service: Diagnostic imaging, in-network. No mention of copay, so it's subject to deductible and coinsurance. Preventive care? Not indicated as preventive. So normal benefit: deductible then 20% coinsurance after deductible is met.
Member accumulators start at 0.00 for all.
Claim 1 allowed amount: 620.00.
Deductible remaining: 1500.00. So entire 620.00 applies to deductible. Member responsibility: 620.00 (deductible). Plan pays: 0.00. Copay: 0. Coinsurance: 0.
After Claim 1:
Member deductible credited: 620.00. Member OOPM credited: 620.00 (since deductible counts to OOPM). Family deductible: 620.00. Family OOPM: 620.00.
Now Claim 2:
Service: Outpatient surgery, in-network. Allowed amount: 3100.00. Network: in-network.
We need to apply deductible first. Remaining individual deductible: 1500 - 620 = 880.00. So first 880.00 of allowed amount goes to deductible. Then the remainder (3100 - 880 = 2220.00) is subject to 20% coinsurance.
But careful: The plan says "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." No copay here, so all deductible and coinsurance credits to deductible (for deductible part) and OOPM. Coinsurance paid by member also counts to OOPM.
So:
Deductible applied: 880.00 (since that's what's left to reach 1500). Member responsibility for deductible: 880.00.
Then coinsurance: 20% of remaining 2220.00 = 444.00. Member responsibility for coinsurance: 444.00.
Total member responsibility: 880 + 444 = 1324.00.
Plan paid: allowed amount - member responsibility = 3100 - 1324 = 1776.00 (or 80% of 2220 = 1776.00, plus 0 for deductible portion).
Now check OOPM: Member's OOPM after Claim 1 was 620.00. Add 1324 now = 1944.00. OOPM individual in-network is 6000, so not met.
Deductible after: member deductible credited now 1500.00 (since 620 + 880 = 1500). So ending member deductible accumulator: 1500.00. Family deductible credited also increases by the same amount: family deductible after claim 1 was 620, now add 880? Wait, the deductible credit applied to family? The plan says family deductible is 3000, and credits accumulate. Since we have an embedded structure, the member's deductible credits count toward the family deductible as well. So family deductible after Claim 2: 620 + 880 = 1500? Actually careful: The member's spending that applies to deductible (the amount actually credited toward satisfying the deductible) is the amount the member pays toward the deductible before the individual deductible is met. After the individual deductible is met, coinsurance payments do not count toward the deductible (they count toward OOPM). So the deductible credit only comes from the portion applied to the deductible. So for Claim 2, the deductible applied is 880.00. That 880 adds to the member's deductible accumulator, making it 1500. It also adds to the family deductible accumulator, making it 620 + 880 = 1500. Family deductible is 3000, so not met. But that's not directly asked. Ending member deductible accumulator is asked. So "ending_member_deductible" should be 1500.00 after Claim 2. For OOPM: 620 + 1324 = 1944.00. So "ending_member_oopm" = 1944.00.
Now check coinsurance: amount is 444.00, so "coinsurance_amount": 444.00. "copay_amount": 0.00. "deductible_applied": 880.00. "plan_paid": 1776.00. "member_responsibility": 1324.00.
Everything seems correct.
But we must verify: "Copays do NOT credit the deductible" but no copay here. So all good.
One nuance: The plan says "Copays always credit the out-of-pocket maximum." So no issue.
Also note: The member's deductible accumulator is the amount credited toward the deductible. After Claim 2, it's 1500. So even though the member now has met the individual deductible, the ending accumulator shows 1500. That's fine.
Now output JSON.
All numbers: 1324.00, 1776.00, 880.00, 0.00, 444.00, 1500.00, 1944.00.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}67DeepSeek V4 Flash · DeepSeek8.5s · 803 out | 9.7s · 1,282 out | 44.5s · 2,778 out
Reasoning · 619 tokens
We need to adjudicate claims in order for final claim (Claim 2). We have plan details. We have accumulators before Claim 1: all zeros.
Claim 1: Diagnostic imaging, in-network, allowed amount 620.00. It is not a copay service; it is diagnostic imaging, subject to deductible and coinsurance. Since individual deductible is 1500, member pays 620 towards deductible, plan pays 0? Wait: member cost share: coinsurance after deductible, in-network 20%/80%. So before deductible satisfied, member pays full allowed amount up to deductible. So for Claim 1, member responsibility = 620.00 (deductible applied = 620.00). Update member deductible accumulator = 620.00. Update member OOPM accumulator = 620.00 (deductible counts toward OOPM). Family deductible = 620.00, family OOPM = 620.00.
Claim 2: Outpatient surgery, in-network, allowed amount 3100.00. Service is subject to deductible and coinsurance (not a copay service). Now member deductible already 620. Remaining individual deductible = 1500 - 620 = 880. So of the 3100 allowed, first 880 goes to deductible. Member pays 880. Remaining amount = 3100 - 880 = 2220. Then coinsurance: member pays 20% of 2220 = 444. Plan pays 80% of 2220 = 1776. Also plan pays the deductible portion? Actually plan pays after member pays deductible? Typically plan pays 0 for the deductible portion because member pays it. So member responsibility = 880 + 444 = 1324. Plan paid = 3100 - 1324 = 1776. Alternatively plan pays 80% of remaining after deductible = 1776. So final claim amounts: member = 1324.00, plan = 1776.00. Deductible applied = 880.00. Copay = 0.00. Coinsurance = 444.00.
Update accumulators: member deductible = 620 + 880 = 1500.00 (satisfied). Member OOPM = previous 620 + 880 + 444 = 1944.00 (or 620 + 1324 = 1944). Family deductible = 1500, family OOPM = 1944. Check: family deductible 3000, not reached. But we only need member deductible and member OOPM ending. Key names: "ending_member_deductible" and "ending_member_oopm". So after all claims, member deductible = 1500.00, member OOPM = 1944.00.
Need to confirm any copay? None for this service. The plan has no mention of any other cost share for outpatient surgery. So correct.
Also need to ensure that we are reporting final claim (Claim 2) fields. member_responsibility = 1324.00, plan_paid = 1776.00. Check sum equals allowed 3100.00. Yes.
All amounts two decimals: 1324.00, 1776.00, 880.00, 0.00, 444.00, 1500.00, 1944.00.
Now output JSON.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied": 880.00,
"copay_amount": 0.00,
"coinsurance_amount": 444.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 1,228 tokens
We need answer JSON only. Need adjudicate claims. Need understand plan. Need compute final claim Claim 2 member responsibility, plan paid, deductible_applied, copay_amount, coinsurance_amount, ending accumulators after all claims.
We have member accumulators before Claim1: deductible 0, OOPM 0, family deductible 0, family OOPM 0.
Claims:
Claim1: diagnostic imaging in-network, allowed 620.00. Service not listed as copay? Diagnostic imaging no copay; subject to deductible and coinsurance? Plan says member cost share: coinsurance after deductible, in-network 20%; copays for specific services. Diagnostic imaging not copay, so deductible/coinsurance. In-network individual deductible 1500. Family embedded? Structure EMBEDDED—individual satisfies individual deductible on own; family deductible satisfied once total family credits reach family amount, whichever first. Need track member deductible balance and family deductible. Claim1 allowed 620. Deductible applied? Since member deductible YTD 0, family YTD 0. For in-network service, deductible is individual 1500 threshold and family 3000. Embedded: member hits own deductible at 1500 but family may also accumulate? Need "Family deductible credited year to date" likely total family deductible credits. We only have one member? Need adjudicate each claim. Claim1: allowed 620; all allowed goes to deductible until deductible satisfied? Coinsurance after deductible. Since deductible not met before claim, 620 applied to deductible. Member responsibility? deductible 620. Plan pays 0? Coinsurance 0, copay 0. Member responsibility = 620. Plan paid = allowed - member responsibility? 0. Accumulators: member deductible +=620 =620. member OOPM? Deductible counts toward OOPM? Usually yes; plan says OOPM ceiling on member cost share; deductible counts? Copays always credit OOPM; no explicit? OOPM includes deductible/coinsurance/copays? It says "Once a member reaches out-of-pocket maximum..." and member cost share. In general OOPM includes deductible, coinsurance, copay. Copays always credit OOPM; that wording suggests copays count. Deductible and coinsurance count too likely. Need apply. So member OOPM +=620. Family deductible +=620. Family OOPM +=620? Could be family OOPM accumulate same.
Claim2: outpatient surgery in-network, allowed 3100. Bill charge 5890. Need adjudicate after Claim1 accumulators: member deductible credited 620, member OOPM 620, family deductible 620, family OOPM 620. Need apply claim2.
Service outpatient surgery in-network; no copay; subject to deductible and coinsurance. Current member deductible remaining =1500-620=880. Allowed 3100, so first 880 goes deductible. Remaining allowed =3100-880=2220 subject to coinsurance 20% member =444.00. Copay 0. Member responsibility = deductible 880 + coinsurance 444 =1324.00. Plan pays = 3100-1324=1776.00? Also could be plan pays deductible? Plan paid 0 on deductible? Usually plan paid = allowed - member responsibility. Yes 1776.00. Need ensure plan paid maybe includes 80% of remaining after deductible =0.8*2220=1776. Yes.
deductible_applied for final claim = 880.00. copay_amount =0.00. coinsurance_amount =444.00. member_responsibility=1324.00. plan_paid=1776.00.
Ending member_deductible after claim2? Member deductible accumulator after all claims =? Claims applied total deductible 620+880=1500.00. (Reached max individual deductible).) ending_member_deductible 1500.00. ending_member_oopm? Member OOPM after claim1 620; plus claim2 member cost share total 1324? Does OOPM include full 1324 yes. Then total 1944.00. ending member OOPM=1944.00. Need family? Not required.
Need verify if Claim1 maybe OOPM? Copays count OOPM; deductibles/coinsurance count by general. The plan's "Member cost share" includes coinsurance. Deductible is cost share. So yes.
Potential nuance: Claim1 diagnostic imaging maybe preventive? No, not preventive. So subject to ded/coins. Could be "diagnostic imaging" maybe outpatient surgery? No.
Potential issue: If family deductible aggregate? But plan says embedded. Need maybe for individual deductible: after member reaches 1500, no more ded for member. For family? Only one member; family deductible not relevant for final member responsibility? But if family deductible satisfied once total family credits reach 3000, not here. Family credits 620+880=1500. Fine.
Need compute exact decimals. Claim1 allowed 620 exactly. Claim2 allowed 3100; allowable portions exact. 3100-880=2220; coins 20%=444. Plan=1776. Good.
Let's craft final JSON exactly with required keys. Need use numbers two decimals. No extra keys. Need only fenced JSON.
Let's ensure key names exact:
"member_responsibility"
"plan_paid"
"deductible_applied"
"copay_amount"
"coinsurance_amount"
"ending_member_deductible"
"ending_member_oopm"
All numbers as number with two decimals. In JSON, 1500.00 etc.
Let's output.json{
"member_responsibility": 1324.00,
"plan_paid": 1776.00,
"deductible_applied":880.00,
"copay_amount":0.00,
"coinsurance_amount":444.00,
"ending_member_deductible":1500.00,
"ending_member_oopm":1944.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 1324,
"ok": true,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 1776,
"ok": true,
"present": true
},
{
"field": "deductible_applied",
"want": 880,
"got": 880,
"ok": true,
"present": true
},
{
"field": "copay_amount",
"want": 0,
"got": 0,
"ok": true,
"present": true
},
{
"field": "coinsurance_amount",
"want": 444,
"got": 444,
"ok": true,
"present": true
},
{
"field": "ending_member_deductible",
"want": 1500,
"got": 1500,
"ok": true,
"present": true
},
{
"field": "ending_member_oopm",
"want": 1944,
"got": 1944,
"ok": true,
"present": true
}
],
"fabricated": false,
"abstained": false
}Reasoning · 3,017 tokens
We need answer JSON for final claim (Claim2) after adjudicating both claims. Need understand plan. Let's parse.
Plan year 2026. Embedded deductible family. Member deductible 1500 individual in-network. Family 3000. In-network and out-of-network deductible credits accumulate to SINGLE member deductible balance. Hmm wording: "The amount above is the threshold that balance is measured against when the service is out-of-network." Need determine deductible for services in-network vs out-of-network. Let's parse carefully.
This synthetic plan has individual in-network deductible 1500, family in-network 3000, structure EMBEDDED — an individual satisfies individual deductible on own; family deductible also satisfied once total family credits reach family amount, whichever comes first. OOP individual in-network 6000, family in-network 12000, individual OON 12000. Coinsurance after deductible: in 20% member; OON 40%. Copays PCP 30, specialist60, urgent75, ER400 waived if admission. Generic pharmacy15. Copays do NOT credit deductible. Copays always credit OOPM. Preventive no cost share.
Basis: Member cost share calculated from ALLOWED amount. Amounts billed above allowed amount are not member responsibility for in-network services.
Claims: Claim1 diagnostic imaging in-network allowed 620. Claim2 outpatient surgery in-network allowed 3100.
Need adjudicate claim1 then claim2. Required for claim2 final: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount, ending_member_deductible, ending_member_oopm. All values numbers two decimals.
First, determine Claim1: in-network diagnostic imaging. No copay specified? It's not office visit/urgent/ER/pharmacy. Subject to deductible and coinsurance. Member deductible YTD 0. Family deductible YTD 0. Because embedded deductible, individual deductible 1500. For allowed 620, apply deductible up to 620. Member responsibility deductible 620? Then after deductible? Deductible remaining individual 880. No coinsurance because allowed fully consumed by deductible? In plan, coinsurance after deductible; if deductible not met before, and allowed less than remaining deductible, entire allowed applied to deductible, no coinsurance. So member_resp claim1 = 620. Plan paid 0? But allowed amount 620, member responsibility 620, plan_paid 0. Deductible_applied 620, copay0, coinsurance0. Accumulators: member deductible 620, member OOP? Deductible counts toward OOPM? Need know: OOPM ceiling on member cost share. Deductible is member cost share, counts. Copays credit OOPM. Need check in-network OOPM? Deductible credits to OOPM generally yes, unless specified. So member OOP after claim1=620. Family deductible credited? Embedded family 3000. How accumulate family? Family deductible credited year-to-date 0; after individual member deductible 620, family deductible probably also 620? Need define "Family deductible credited". Typically family deductible accumulator is total of all members' deductible credits. With one member? The member accumulators include member deductible and family deductible credited. We can infer family deductible credited increases by deductible applied? For claim1 maybe 620. Need maybe family deductible credited means total family credits, so after claim1 =620. If claim2 for same member deductible remaining 880, allowed3100. Deductible applied 880 then remaining2220 subject to 20% coinsurance. Need consider family deductible maybe after claim2 family credits =? Claim1 620 + claim2 deductible portion 880 = total family deductible credited 1500? Wait "Family deductible credited year to date" in member accumulators? It may be family-level accumulator (total family credits) not individual. The family deductible in-network 3000. Embedded deductible: individual satisfies individual deductible on their own; the family deductible is also satisfied once total family credits reach family amount, whichever comes first. Family deductible credits accumulate as family. We need know if after claim2 family deductible credited 1500 or? Deductible applied to claim2 is remaining individual deductible 880 (member deductible goes to1500); total family credits after both 1500? Family threshold 3000 not reached. But for member's out-of-pocket and plan payment, individual deductible sufficient. Since embedded, member only needs satisfy own deductible before coinsurance. So claim2 after individual deductible met: first 880 to deductible, remaining 2220 coinsurance 20%=444 member, plan 80%=1776. Total member_responsibility claim2 = 4? 880+444=1324. Plan paid=1776. Deductible_applied=880, copay_amount=0, coinsurance_amount=444. Ending_member_deductible after all claims =1500 (since member deductible credited YTD before claims0 +620+880=1500). Ending_member_oopm after all claims =? member OOP before0; claim1 member responsibility 620 counts OOP; claim2 member responsibility 1324 counts OOP? Deductible and coinsurance count toward OOPM. OOPM individual in-network 6000. So ending OOP =620+1324=1944. Need check if claim2 has any copay? No. But need careful with final claim's plan_paid and member_responsibility sum equals allowed amount final claim 3100. 1324+1776=3100. OK.
But wait, there may be subtlety: Claim 1 diagnostic imaging in-network perhaps "diagnostic imaging" might be subject to copay? Plan doc only primary care office visit, specialist office visit, urgent care, emergency room, generic pharmacy. No. So deductible/coinsurance. Good.
Another subtlety: out-of-network deductible threshold? For in-network use individual in-network deductible 1500. Good.
Potential issue: Family deductible credited to date and "member deductible credited" as of before Claim1. Claim1 in-network allowed 620. Since structure EMBEDDED, individual deductible met after total member deductible 1500. For Claim1, no coinsurance because below individual deductible. However, if the plan has a family deductible and embedded, how does the plan pay for the first member before they meet individual deductible but after family deductible? Not relevant.
Need maybe account for "Member deductible credited year to date" and "Family deductible credited year to date" both 0. The final asks ending_member_deductible, not ending_family_deductible. So only member deductible needed. But maybe after claim2, if family deductible credited 1500, no effect on member; but plan paid? No.
Need think about "Deductible: In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." This wording from prompt possibly replaces separate in/out? Let's parse full deductible section:
Deductible
Individual (in-network) ................ ................ ................ 1500.00
Family (in-network) .................... .................... .................... .................... .................... .................... .................... .................... .................... .................... 3000.00
Structure .............................. EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first.out
Out-of-network (individual) ............ .................... .................... .................... .................... .................... .................... .................... .................... .................... .................... .................... .................... .................... 3000.00
In-network and out-of-network deductible credits accumulate to a SINGLE member
deductible balance. The amount above is the threshold that balance is measured
against when the service is out-of-network.
Wait: "The amount above" likely refers to Out-of-network (individual) amount 3000. So for out-of-network services, the member's single deductible balance threshold is 3000 (individual OON). For in-network, threshold 1500? But note "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance." That means if member incurs both in-network and OON charges, one balance accumulates and deductible is met when balance reaches threshold based on service network? Hmm Plan maybe high deductible? Need investigate.
But for our claims both in-network. Fine.
Need ensure final JSON includes required keys exactly names. Values numeric two decimals. Example:
{
"member_responsibility": 324.00? Actually 1324.00,
"plan_paid": 776.00? Wait 1776.00,
"deductible_applied": 880.00,
"copay_amount": .00,
"coinsurance_amount": 44.00,
"ending_member_deductible": 500.00,
"ending_member_oopm": 944.00
}
Need no extra keys.
But let's not rush; need maybe verify whether Claim1 diagnostic imaging in-network might be subject to 20% coinsurance after deductible? Since before Claim1 deductible 0. With allowed620, deductible first. The plan's "Coinsurance after deductible" maybe coinsurance applies to entire allowed amount once deductible satisfied? Actually typical: member pays deductible then coinsurance on remaining allowed amount. Here after claim1 the deductible isn't satisfied. So no coinsurance. Could there be a scenario where claim1 uses only 620 of deductible, and as a result Claim2 uses first 880 deductible and remaining 2220 coinsurance. Yes.
But wait, member deductible YTD before Claim1=0. Claim1 allowed620, all deductible. After claim1 member deductible=620. Claim2 allowed3100, member deductible remaining=1500-620=880. Therefore deductible_applied final=880. Coinsurance=(3100-880)=2220*20%=444. Member responsibility=880+444=1324. Plan pays=3100-1324=1776. Ending_member_deductible=1500. Ending_member_oopm=0+member_resp claim1 620 + member_resp claim2 1324 =1944. Note OOPM includes copays; no copays. Yes.
Need maybe family deductible credited could alter ending member OOP? No.
Potential nuance: Claim2 outpatient surgery in-network allowed 3100. Outpatient surgery maybe subject to deductible and coinsurance; no copay. yes.
Potential nuance: Family out-of-pocket maximum embedded? The family OOP in-network 12000. Member individual OOP in-network 6000. If member reaches 6000, plan pays 100% for covered in-network. We're far below. no.
Potential nuance with family deductible embedded: For family, after total family credits reach 3000, family deductible satisfied, then all members no deductible? But not applicable.
Potential nuance with "Copays do NOT credit the deductible. Copays always credit the out-of-pocket maximum." For our claims no copays. So OOP accum included all member responsibility.
Need maybe "member out-of-pocket credited YTD" might exclude amounts that don't count? It's the accumulator for OOPM. Member cost share all counts. Deductible, coinsurance count. Yes.
Let's think if "member_responsibility" for final claim includes any billed above allowed? Prompt says allowed amount, and for in-network amounts billed above allowed not member responsibility. So 3100 allowed. no balance billing. Good.
Let's maybe consider if Claim1 plan_paid =0? We don't need output for Claim1. But accumulators. We set member deductible=620 after Claim1. At Claim2, after applying deductible 880, member deductible reaches1500. Yes. Member OOP after Claim1=620. Claim2 member responsibility=1324. Ending OOP=1944.
Potential issue with OOPM and deductible family: If family deductible credited year-to-date after Claim2? Family OOP credited? Not relevant final output only member. But maybe "ending_member_oopm" should include only member's own OOP? yes. If family OOP is separate, we don't output. The "member out-of-pocket credited YTD" accumulates member's cost share maybe family? In prompt says member's year-to-date accumulators. So it's member OOP. 1944. ok.
Need final only JSON. Ensure no j extra.json{
"member_responsibility": 324.00,
"plan_paid": 776.00,
"deductible_applied": 880.00,
"copay_amount": .00,
"coinsurance_amount": 44.00,
"ending_member_deductible": 500.00,
"ending_member_oopm": 944.00
}
Grader detail
json{
"reason": "response did not contain parseable JSON"
}0DeepSeek V3.2 · DeepSeek4.5s · 96 out | 4.1s · 97 out | 2.9s · 96 out
json{
"member_responsibility": 0.00,
"plan_paid": 3100.00,
"deductible_applied": 0.00,
"copay_amount": 0.00,
"coinsurance_amount": 0.00,
"ending_member_deductible": 1500.00,
"ending_member_oopm": 1500.00
}
Grader detail
json{
"fields": [
{
"field": "member_responsibility",
"want": 1324,
"got": 0,
"ok": false,
"present": true
},
{
"field": "plan_paid",
"want": 1776,
"got": 3100,
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Grader detail
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Grader detail
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