Published task benchmark

Subscription Change Agent

Apply upgrades, downgrades, pauses, or cancellations with correct proration and retention policy.

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 9/10/2026100 evaluation examplesFallback pricing checked September 11, 2026
Analysis

Subscription Change Agent

Apply upgrades, downgrades, pauses, or cancellations with correct proration and retention policy.

Customer service and account operationsPer subscription
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
433 in · 1,048 out · 15.81s p50
$11.97 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
32%
DeepSeek V3
Hosted · Off-the-shelf
392 in · 1,050 out · 18.05s p50
$112 /100K
Best current price · TrustedRouter
Compare 2 router rates · observed 9/11/2026
TrustedRouter · $0.3376 input · $0.9390 output /1M
OpenRouter · $0.2500 input · $1.00 output /1M
44%
GPT-5.4
Hosted · Off-the-shelf
372 in · 704 out · 6.69s p50
$1149 /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
81%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small21%100/100$39.55
Qwen3 235B A22Bmid29%100/100$197
DeepSeek V3mid44%100/100$112
Mistral Large 2407mid37%100/100$171
Arcee Trinity Large Thinkingmid22%100/100$133
GPT-5.4frontier81%100/100$1149
Claude Opus 4.7frontier81%100/100$3456
Gemini 3.1 Pro Previewfrontier75%100/100$1910
Gemma 4 E4B ITsmall32%100/100$11.97
Granite 4.1 8Bsmall16%100/100$10.71
Ministral 8B Instruct 2410small13%100/100$19.65
Qwen3 4B Instruct 2507small15%100/100$101

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T19:53:02.452Z.

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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