Published task benchmark

Service Incident Support Agent

Diagnose a reported outage, gather account/service evidence, apply a runbook, and escalate when needed.

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

Service Incident Support Agent

Diagnose a reported outage, gather account/service evidence, apply a runbook, and escalate when needed.

Customer service and account operationsPer incident
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
791 in · 1,221 out · 19.61s p50
$14.55 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
64%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
729 in · 874 out · 25.36s p50
$106 /100K
Best current price · OpenRouter
Compare 2 router rates · observed 9/11/2026
OpenRouter · $0.2500 input · $1.00 output /1M
TrustedRouter · $0.3376 input · $0.9390 output /1M
69%
GPT-5.4
Hosted · Off-the-shelf
691 in · 1,441 out · 13.55s p50
$2334 /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
98%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small39%100/100$42.05
Qwen3 235B A22Bmid49%100/100$289
DeepSeek V3mid69%100/100$106
Mistral Large 2407mid66%100/100$233
Arcee Trinity Large Thinkingmid59%100/100$148
GPT-5.4frontier98%100/100$2334
Claude Opus 4.7frontier54%100/100$5503
Gemini 3.1 Pro Previewfrontier0%100/100$2550
Gemma 4 E4B ITsmall64%100/100$14.55
Granite 4.1 8Bsmall45%100/100$15.04
Ministral 8B Instruct 2410small36%100/100$28.92
Qwen3 4B Instruct 2507small4%100/100$119

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T21:15:03.173Z.

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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