Published task benchmark

Counterfeit Listing Detection

Given an authorized product record and a marketplace listing, flag suspicious brand, image-description, price, seller, and identifier discrepancies.

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

Counterfeit Listing Detection

Given an authorized product record and a marketplace listing, flag suspicious brand, image-description, price, seller, and identifier discrepancies.

E-commerce & LogisticsPer listing
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
636 in · 989 out · 14.83s p50
$11.78 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
92%
Cheapest
Mistral Large 2407
123B · Off-the-shelf
703 in · 900 out · 25.41s p50
$180 /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
92%
GPT-5.4
Hosted · Off-the-shelf
552 in · 1,593 out · 15.62s p50
$2528 /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
99%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small57%100/100$44.54
Qwen3 235B A22Bmid82%100/100$284
DeepSeek V3mid85%100/100$108
Mistral Large 2407mid92%100/100$180
Arcee Trinity Large Thinkingmid78%100/100$124
GPT-5.4frontier99%100/100$2528
Claude Opus 4.7frontier76%100/100$5311
Gemini 3.1 Pro Previewfrontier18%100/100$2511
Gemma 4 E4B ITsmall92%100/100$11.78
Granite 4.1 8Bsmall76%100/100$14.40
Ministral 8B Instruct 2410small57%100/100$22.29
Qwen3 4B Instruct 2507small40%100/100$111

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T08:46:02.439Z.

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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