Published task benchmark

Ticket-Clean

Identifies and archives "Thank you" or automated out-of-office replies.

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

Customer SupportClassificationEvaluated 9/5/2026100 evaluation examplesFallback pricing checked September 11, 2026
Classification

Ticket-Clean

Identifies and archives "Thank you" or automated out-of-office replies.

Customer SupportPer email
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
271 in · 21 out · 0.40s p50
$0.7934 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
93%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
234 in · 15 out · 0.97s p50
$8.50 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $0.2900 input · $1.14 output /1M
TrustedRouter · $0.3376 input · $0.9390 output /1M
99%
GPT-5.4
Hosted · Off-the-shelf
231 in · 32 out · 1.11s p50
$106 /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 v2small76%100/100$8.41
Qwen3 235B A22Bmid98%100/100$16.84
DeepSeek V3mid99%100/100$8.50
Mistral Large 2407mid90%100/100$19.78
Arcee Trinity Large Thinkingmid94%100/100$60.25
GPT-5.4frontier100%100/100$106
Claude Opus 4.7frontier92%100/100$333
Gemini 3.1 Pro Previewfrontier91%100/100$570
Gemma 4 E4B ITsmall93%100/100$0.7934
Granite 4.1 8Bsmall90%100/100$1.56
Ministral 8B Instruct 2410small87%100/100$4.26
Qwen3 4B Instruct 2507small20%100/100$6.83

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-05T20:49:03.238Z.

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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