Published task benchmark

Error-Explain

Explains cryptic stack traces or server logs in plain English.

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

EngineeringGenerationEvaluated 9/4/2026100 evaluation examplesFallback pricing checked September 11, 2026
Generation

Error-Explain

Explains cryptic stack traces or server logs in plain English.

EngineeringPer log
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
356 in · 101 out · 1.60s p50
$1.82 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
100%
Best accuracyCheapest
DeepSeek V3
Hosted · Off-the-shelf
304 in · 99 out · 1.04s p50
$19.56 /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
96%
GPT-5.4
Hosted · Off-the-shelf
291 in · 211 out · 2.77s p50
$389 /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 v2small52%100/100$14.63
Qwen3 235B A22Bmid64%100/100$50.82
DeepSeek V3mid96%100/100$19.56
Mistral Large 2407mid85%100/100$63.77
Arcee Trinity Large Thinkingmid57%100/100$46.51
GPT-5.4frontier100%100/100$389
Claude Opus 4.7frontier37%100/100$2313
Gemini 3.1 Pro Previewfrontier99%100/100$1375
Gemma 4 E4B ITsmall100%100/100$1.82
Granite 4.1 8Bsmall69%100/100$6.41
Ministral 8B Instruct 2410small76%100/100$9.00
Qwen3 4B Instruct 2507small35%100/100$21.95

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-04T21:16:02.523Z.

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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