Published task benchmark

Kubernetes Resource Recommendation

Given deployment manifests and CPU-memory utilization summaries, recommend requests and limits within a supplied policy and identify likely throttling or waste.

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

Engineering & ProductAnalysisEvaluated 9/10/202695 evaluation examplesFallback pricing checked September 11, 2026
Analysis

Kubernetes Resource Recommendation

Given deployment manifests and CPU-memory utilization summaries, recommend requests and limits within a supplied policy and identify likely throttling or waste.

Engineering & ProductPer manifest
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
716 in · 1,786 out · 29.63s p50
$20.35 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
11%
DeepSeek V3
Hosted · Off-the-shelf
620 in · 1,513 out · 13.73s p50
$163 /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
35%
GPT-5.4
Hosted · Off-the-shelf
610 in · 1,656 out · 13.15s p50
$2637 /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
69%
All 12 model results and methodology

Generated 95/100 examples — partial set accepted at the success threshold

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small3%95/95$49.93
Qwen3 235B A22Bmid32%95/95$356
DeepSeek V3mid35%95/95$163
Mistral Large 2407mid22%95/95$257
Arcee Trinity Large Thinkingmid4%95/95$174
GPT-5.4frontier69%95/95$2637
Claude Opus 4.7frontier62%95/95$5077
Gemini 3.1 Pro Previewfrontier0%94/95$2538
Gemma 4 E4B ITsmall11%95/95$20.35
Granite 4.1 8Bsmall9%95/95$17.23
Ministral 8B Instruct 2410small1%95/95$29.49
Qwen3 4B Instruct 2507small5%95/95$133

LLM-judge pass rate on 95 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-10T08:59:48.761Z.

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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