Published task benchmark

Customer Health Signal Classification

Given synthetic usage, support, renewal, and satisfaction signals, assign a health tier and return the observed factors that drove the classification.

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

Sales & MarketingClassificationEvaluated 9/9/2026100 evaluation examplesFallback pricing checked September 11, 2026
Classification

Customer Health Signal Classification

Given synthetic usage, support, renewal, and satisfaction signals, assign a health tier and return the observed factors that drove the classification.

Sales & MarketingPer account
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
358 in · 110 out · 4.62s p50
$12.33 /100K
AWS Bedrock temporary proxy price
View token rates
AWS Bedrock · $0.1545 input · $0.6180 output /1M
69%
Qwen3 235B A22B
235B (22B active) · Off-the-shelf
358 in · 47 out · 0.86s p50
$24.84 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $0.4550 input · $1.82 output /1M
TrustedRouter · $0.6330 input · $2.11 output /1M
69%
GPT-5.4
Hosted · Off-the-shelf
335 in · 100 out · 1.85s p50
$234 /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
70%
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small48%100/100$15.48
Qwen3 235B A22Bmid69%100/100$24.84
DeepSeek V3mid64%100/100$13.65
Mistral Large 2407mid51%100/100$30.23
Arcee Trinity Large Thinkingmid52%100/100$84.46
GPT-5.4frontier70%100/100$234
Claude Opus 4.7frontier68%100/100$620
Gemini 3.1 Pro Previewfrontier64%100/100$865
Gemma 4 E4B ITsmall62%100/100$1.15
Granite 4.1 8Bsmall68%100/100$2.25
Ministral 8B Instruct 2410small48%100/100$7.11
Qwen3 4B Instruct 2507small69%100/100$12.33

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T03:33:02.632Z.

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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