Published task benchmark

Database Performance Agent

Diagnose a slow query using plans and statistics and propose or apply a safe optimization.

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

Software engineering, data, and DevOpsAnalysisEvaluated 9/11/2026100 evaluation examplesFallback pricing checked September 11, 2026
Analysis

Database Performance Agent

Diagnose a slow query using plans and statistics and propose or apply a safe optimization.

Software engineering, data, and DevOpsPer query
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
782 in · 1,125 out · 17.69s p50
$13.52 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
63%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
683 in · 990 out · 12.57s p50
$116 /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
67%
GPT-5.4
Hosted · Off-the-shelf
655 in · 1,756 out · 17.74s p50
$2798 /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
90%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small5%100/100$49.96
Qwen3 235B A22Bmid46%100/100$296
DeepSeek V3mid67%100/100$116
Mistral Large 2407mid64%100/100$204
Arcee Trinity Large Thinkingmid12%100/100$169
GPT-5.4frontier90%100/100$2798
Claude Opus 4.7frontier35%100/100$5540
Gemini 3.1 Pro Previewfrontier0%100/100$2547
Gemma 4 E4B ITsmall63%100/100$13.52
Granite 4.1 8Bsmall29%100/100$14.20
Ministral 8B Instruct 2410small13%100/100$23.49
Qwen3 4B Instruct 2507small9%100/100$117

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-11T11:06:02.919Z.

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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