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.
View token rates · observed 9/11/2026
Compare 2 router rates · observed 9/11/2026
Compare 2 router rates · observed 9/11/2026
All 12 model results and methodology
Generated 100/100 examples
| Model | Tier | Quality | Judged | Scenario cost |
|---|---|---|---|---|
| Nemotron Nano 9B v2 | small | 75% | 100/100 | $30.46 |
| Qwen3 235B A22B | mid | 55% | 100/100 | $196 |
| DeepSeek V3 | mid | 94% | 100/100 | $71.92 |
| Mistral Large 2407 | mid | 96% | 100/100 | $153 |
| Arcee Trinity Large Thinking | mid | 83% | 100/100 | $86.93 |
| GPT-5.4 | frontier | 100% | 100/100 | $1218 |
| Claude Opus 4.7 | frontier | 100% | 100/100 | $4163 |
| Gemini 3.1 Pro Preview | frontier | 61% | 100/100 | $2417 |
| Gemma 4 E4B IT | small | 99% | 100/100 | $8.34 |
| Granite 4.1 8B | small | 88% | 100/100 | $11.53 |
| Ministral 8B Instruct 2410 | small | 88% | 100/100 | $19.30 |
| Qwen3 4B Instruct 2507 | small | 59% | 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