Published task benchmark

Whale-Watch

Alerts a manager if a high-value customer expresses any dissatisfaction.

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

Customer SupportClassificationEvaluated 9/5/2026100 evaluation examplesFallback pricing checked September 11, 2026
Classification

Whale-Watch

Alerts a manager if a high-value customer expresses any dissatisfaction.

Customer SupportPer message
Not benchmarked
No result on this tier
Token profile pending
/100K
Run this tier to add it
Granite 4.1 8B
8B · Off-the-shelf
179 in · 63 out · 0.88s p50
$1.52 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/4/2026
OpenRouter · $0.0500 input · $0.1000 output /1M
TrustedRouter · $0.0527 input · $0.1055 output /1M
81%
Qwen3 235B A22B
235B (22B active) · Off-the-shelf
190 in · 40 out · 0.61s p50
$15.93 /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
77%
Claude Opus 4.7
Hosted · Off-the-shelf
272 in · 87 out · 1.94s p50
$354 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $5.00 input · $25.00 output /1M
TrustedRouter · $5.28 input · $26.38 output /1M
90%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small40%100/100$9.63
Qwen3 235B A22Bmid77%100/100$15.93
DeepSeek V3mid65%100/100$7.67
Mistral Large 2407mid54%100/100$15.61
Arcee Trinity Large Thinkingmid59%100/100$50.63
GPT-5.4frontier83%100/100$112
Claude Opus 4.7frontier90%100/100$354
Gemini 3.1 Pro Previewfrontier80%100/100$759
Gemma 4 E4B ITsmall65%100/100$0.6203
Granite 4.1 8Bsmall81%100/100$1.52
Ministral 8B Instruct 2410small13%100/100$3.69
Qwen3 4B Instruct 2507small33%100/100$7.39

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-05T20:57:03.144Z.

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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