Published task benchmark

Claim Denial Appeal Drafting

Given a denial reason, coverage policy, and clinician-approved evidence, draft a fact-bound appeal that cites supplied records and avoids invented clinical claims.

Compare measured quality, workload cost, and latency across model tiers. Results are task-specific and directional—not a general model ranking.

Healthcare & Life SciencesGenerationEvaluated 9/10/2026100 evaluation examplesFallback pricing checked September 11, 2026
Generation

Claim Denial Appeal Drafting

Given a denial reason, coverage policy, and clinician-approved evidence, draft a fact-bound appeal that cites supplied records and avoids invented clinical claims.

Healthcare & Life SciencesPer denial
Not benchmarked
No result on this tier
Token profile pending
/100K
Run this tier to add it
Gemma 4 E4B IT
E4B · Off-the-shelf
569 in · 677 out · 10.40s p50
$8.34 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
99%
Cheapest
Mistral Large 2407
123B · Off-the-shelf
650 in · 751 out · 19.78s p50
$153 /100K
Best current price · TrustedRouter
Compare 2 router rates · observed 9/11/2026
TrustedRouter · $0.5275 input · $1.58 output /1M
OpenRouter · $2.00 input · $6.00 output /1M
96%
GPT-5.4
Hosted · Off-the-shelf
532 in · 723 out · 6.79s p50
$1218 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $2.50 input · $15.00 output /1M
TrustedRouter · $2.64 input · $15.82 output /1M
100%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small75%100/100$30.46
Qwen3 235B A22Bmid55%100/100$196
DeepSeek V3mid94%100/100$71.92
Mistral Large 2407mid96%100/100$153
Arcee Trinity Large Thinkingmid83%100/100$86.93
GPT-5.4frontier100%100/100$1218
Claude Opus 4.7frontier100%100/100$4163
Gemini 3.1 Pro Previewfrontier61%100/100$2417
Gemma 4 E4B ITsmall99%100/100$8.34
Granite 4.1 8Bsmall88%100/100$11.53
Ministral 8B Instruct 2410small88%100/100$19.30
Qwen3 4B Instruct 2507small59%100/100$75.20

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T08:50:02.743Z.

Directional: measured on a synthetic eval set generated by drydock. Cost/latency are not yet captured for taskrouter-run benchmarks.

drydock

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