Published task benchmark

Return Abuse Risk Triage

Given anonymized order and return history plus policy thresholds, classify a return as standard, review, or high risk and cite the triggering signals.

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

E-commerce & LogisticsClassificationEvaluated 9/9/2026100 evaluation examplesFallback pricing checked September 11, 2026
Classification

Return Abuse Risk Triage

Given anonymized order and return history plus policy thresholds, classify a return as standard, review, or high risk and cite the triggering signals.

E-commerce & LogisticsPer return
Not benchmarked
No result on this tier
Token profile pending
/100K
Run this tier to add it
Nemotron Nano 9B v2
9B · Off-the-shelf
570 in · 714 out · 4.46s p50
$19.84 /100K
AWS Bedrock temporary list price
View token rates
AWS Bedrock · $0.0600 input · $0.2300 output /1M
86%
Qwen3 235B A22B
235B (22B active) · Off-the-shelf
543 in · 47 out · 0.70s p50
$33.26 /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
83%
GPT-5.4
Hosted · Off-the-shelf
502 in · 62 out · 1.55s p50
$219 /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
92%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small86%100/100$19.84
Qwen3 235B A22Bmid83%100/100$33.26
DeepSeek V3mid76%100/100$18.96
Mistral Large 2407mid77%100/100$43.10
Arcee Trinity Large Thinkingmid65%100/100$135
GPT-5.4frontier92%100/100$219
Claude Opus 4.7frontier89%100/100$593
Gemini 3.1 Pro Previewfrontier88%100/100$1104
Gemma 4 E4B ITsmall65%100/100$1.60
Granite 4.1 8Bsmall49%100/100$3.21
Ministral 8B Instruct 2410small37%100/100$9.27
Qwen3 4B Instruct 2507small47%100/100$16.42

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-09T10:16:02.553Z.

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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