Published task benchmark

Churn-Guard

Scans usage data to identify accounts that might not renew soon.

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

SalesAnalysisEvaluated 9/6/2026100 evaluation examplesFallback pricing checked September 11, 2026
Analysis

Churn-Guard

Scans usage data to identify accounts that might not renew soon.

SalesPer account
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
181 in · 544 out · 8.36s p50
$6.12 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
81%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
162 in · 457 out · 3.30s p50
$48.38 /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
79%
GPT-5.4
Hosted · Off-the-shelf
160 in · 518 out · 5.89s p50
$817 /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
100%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small27%100/100$23.75
Qwen3 235B A22Bmid54%100/100$111
DeepSeek V3mid79%100/100$48.38
Mistral Large 2407mid78%100/100$109
Arcee Trinity Large Thinkingmid70%100/100$66.69
GPT-5.4frontier100%100/100$817
Claude Opus 4.7frontier95%100/100$2758
Gemini 3.1 Pro Previewfrontier93%100/100$1747
Gemma 4 E4B ITsmall81%100/100$6.12
Granite 4.1 8Bsmall54%100/100$8.00
Ministral 8B Instruct 2410small30%100/100$10.57
Qwen3 4B Instruct 2507small42%100/100$63.45

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-06T09:04:02.815Z.

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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