Published task benchmark

Patient Satisfaction Complaint Classification

Given survey comments and a supplied service taxonomy, classify wait time, communication, access, billing, facility, or care-quality concerns.

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

Patient Satisfaction Complaint Classification

Given survey comments and a supplied service taxonomy, classify wait time, communication, access, billing, facility, or care-quality concerns.

Healthcare & Life SciencesPer survey
Not benchmarked
No result on this tier
Token profile pending
/100K
Run this tier to add it
Qwen3 4B Instruct 2507
4B · Off-the-shelf
278 in · 44 out · 2.00s p50
$7.01 /100K
AWS Bedrock temporary proxy price
View token rates
AWS Bedrock · $0.1545 input · $0.6180 output /1M
97%
Mistral Large 2407
123B · Off-the-shelf
319 in · 34 out · 1.22s p50
$22.21 /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
99%
GPT-5.4
Hosted · Off-the-shelf
270 in · 34 out · 1.32s p50
$119 /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 v2small86%100/100$11.05
Qwen3 235B A22Bmid98%100/100$20.48
DeepSeek V3mid97%100/100$11.05
Mistral Large 2407mid99%100/100$22.21
Arcee Trinity Large Thinkingmid97%100/100$62.24
GPT-5.4frontier100%100/100$119
Claude Opus 4.7frontier100%100/100$399
Gemini 3.1 Pro Previewfrontier98%100/100$603
Gemma 4 E4B ITsmall95%100/100$0.8292
Granite 4.1 8Bsmall94%100/100$1.77
Ministral 8B Instruct 2410small89%100/100$4.83
Qwen3 4B Instruct 2507small97%100/100$7.01

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T08:20:03.202Z.

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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