Published task benchmark

Order Change Agent

Modify quantities, address, shipping option, or cancellation before the applicable cutoff.

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

Customer service and account operationsAnalysisEvaluated 9/11/2026100 evaluation examplesFallback pricing checked September 11, 2026
Analysis

Order Change Agent

Modify quantities, address, shipping option, or cancellation before the applicable cutoff.

Customer service and account operationsPer order
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
397 in · 604 out · 9.93s p50
$7.21 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
74%
Cheapest
Mistral Large 2407
123B · Off-the-shelf
424 in · 791 out · 20.80s p50
$148 /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
80%
GPT-5.4
Hosted · Off-the-shelf
348 in · 473 out · 4.68s p50
$797 /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
94%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small52%100/100$24.52
Qwen3 235B A22Bmid56%100/100$149
DeepSeek V3mid74%100/100$68.60
Mistral Large 2407mid80%100/100$148
Arcee Trinity Large Thinkingmid67%100/100$97.82
GPT-5.4frontier94%100/100$797
Claude Opus 4.7frontier90%100/100$2719
Gemini 3.1 Pro Previewfrontier85%100/100$1012
Gemma 4 E4B ITsmall74%100/100$7.21
Granite 4.1 8Bsmall64%100/100$8.06
Ministral 8B Instruct 2410small55%100/100$14.97
Qwen3 4B Instruct 2507small41%100/100$68.06

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-11T01:19:02.641Z.

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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