Published task benchmark

Good-Better-Best Product Comparison

Given structured product attributes and pricing, generate a comparison matrix that accurately distinguishes tier benefits without unsupported superiority claims.

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

E-commerce & LogisticsAnalysisEvaluated 9/10/2026100 evaluation examplesFallback pricing checked September 11, 2026
Analysis

Good-Better-Best Product Comparison

Given structured product attributes and pricing, generate a comparison matrix that accurately distinguishes tier benefits without unsupported superiority claims.

E-commerce & LogisticsPer product comparison
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
668 in · 1,113 out · 17.17s p50
$13.15 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
69%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
628 in · 937 out · 10.58s p50
$109 /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
59%
GPT-5.4
Hosted · Off-the-shelf
592 in · 1,730 out · 15.93s p50
$2743 /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
88%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small23%100/100$47.09
Qwen3 235B A22Bmid17%100/100$274
DeepSeek V3mid59%100/100$109
Mistral Large 2407mid50%100/100$239
Arcee Trinity Large Thinkingmid27%100/100$143
GPT-5.4frontier88%100/100$2743
Claude Opus 4.7frontier58%100/100$5161
Gemini 3.1 Pro Previewfrontier6%100/100$2523
Gemma 4 E4B ITsmall69%100/100$13.15
Granite 4.1 8Bsmall29%100/100$15.08
Ministral 8B Instruct 2410small13%100/100$29.54
Qwen3 4B Instruct 2507small3%100/100$119

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T08:45:02.550Z.

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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