Published task benchmark

Warehouse Near-Miss Theme Summary

Given safety logs, classify incident type and contributing factors, merge duplicates, and summarize recurring prevention opportunities.

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

E-commerce & LogisticsSummarizationEvaluated 9/9/2026100 evaluation examplesFallback pricing checked September 11, 2026
Summarization

Warehouse Near-Miss Theme Summary

Given safety logs, classify incident type and contributing factors, merge duplicates, and summarize recurring prevention opportunities.

E-commerce & LogisticsPer safety log
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
877 in · 420 out · 6.73s p50
$6.28 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
51%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
837 in · 555 out · 6.58s p50
$80.37 /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
34%
GPT-5.4
Hosted · Off-the-shelf
806 in · 665 out · 6.09s p50
$1199 /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
80%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small3%100/100$32.55
Qwen3 235B A22Bmid0%100/100$198
DeepSeek V3mid34%100/100$80.37
Mistral Large 2407mid24%100/100$175
Arcee Trinity Large Thinkingmid14%100/100$110
GPT-5.4frontier80%100/100$1199
Claude Opus 4.7frontier31%100/100$3880
Gemini 3.1 Pro Previewfrontier24%100/100$2518
Gemma 4 E4B ITsmall51%100/100$6.28
Granite 4.1 8Bsmall4%100/100$10.60
Ministral 8B Instruct 2410small2%100/100$24.51
Qwen3 4B Instruct 2507small1%100/100$68.23

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T10:53:02.469Z.

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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