Published task benchmark

Patient-Friendly Result Explanation

Given a clinician-approved interpretation and lab result, rewrite it to a target reading level while preserving cautions and escalation instructions.

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

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

Patient-Friendly Result Explanation

Given a clinician-approved interpretation and lab result, rewrite it to a target reading level while preserving cautions and escalation instructions.

Healthcare & Life SciencesPer lab result
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
300 in · 202 out · 3.13s p50
$2.76 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
100%
Best accuracyCheapest
DeepSeek V3
Hosted · Off-the-shelf
275 in · 128 out · 1.26s p50
$21.30 /100K
Best current price · TrustedRouter
Compare 2 router rates · observed 9/11/2026
TrustedRouter · $0.3376 input · $0.9390 output /1M
OpenRouter · $0.2900 input · $1.14 output /1M
99%
GPT-5.4
Hosted · Off-the-shelf
284 in · 138 out · 2.17s p50
$278 /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 v2small65%100/100$18.50
Qwen3 235B A22Bmid87%100/100$43.68
DeepSeek V3mid99%100/100$21.30
Mistral Large 2407mid97%100/100$44.94
Arcee Trinity Large Thinkingmid87%100/100$58.05
GPT-5.4frontier100%100/100$278
Claude Opus 4.7frontier95%100/100$1219
Gemini 3.1 Pro Previewfrontier100%100/100$1837
Gemma 4 E4B ITsmall100%100/100$2.76
Granite 4.1 8Bsmall82%100/100$3.33
Ministral 8B Instruct 2410small85%100/100$6.84
Qwen3 4B Instruct 2507small81%100/100$15.14

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T07:24:02.615Z.

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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