Published task benchmark

Draft ICD-10 Code Suggestion

Given synthetic documented diagnoses and a supplied code subset, rank candidate codes and cite the exact chart language; always label output as coding-review support.

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

Healthcare & Life SciencesClassificationEvaluated 9/9/2026100 evaluation examplesFallback pricing checked September 11, 2026
Classification

Draft ICD-10 Code Suggestion

Given synthetic documented diagnoses and a supplied code subset, rank candidate codes and cite the exact chart language; always label output as coding-review support.

Healthcare & Life SciencesPer chart
Not benchmarked
No result on this tier
Token profile pending
/100K
Run this tier to add it
Ministral 8B Instruct 2410
8B · Off-the-shelf
324 in · 180 out · 4.58s p50
$7.56 /100K
AWS Bedrock temporary proxy price
View token rates
AWS Bedrock · $0.1500 input · $0.1500 output /1M
62%
Mistral Large 2407
123B · Off-the-shelf
378 in · 217 out · 5.46s p50
$54.28 /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
83%
GPT-5.4
Hosted · Off-the-shelf
316 in · 226 out · 2.64s p50
$418 /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
99%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small48%100/100$16.93
Qwen3 235B A22Bmid76%100/100$53.92
DeepSeek V3mid21%100/100$18.09
Mistral Large 2407mid83%100/100$54.28
Arcee Trinity Large Thinkingmid56%100/100$92.93
GPT-5.4frontier99%100/100$418
Claude Opus 4.7frontier91%100/100$1207
Gemini 3.1 Pro Previewfrontier68%100/100$754
Gemma 4 E4B ITsmall34%100/100$1.38
Granite 4.1 8Bsmall43%100/100$3.06
Ministral 8B Instruct 2410small62%100/100$7.56
Qwen3 4B Instruct 2507small53%100/100$16.33

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T07:10:02.552Z.

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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