Published task benchmark

Style-Fixer

Fixes layout bugs in CSS based on a description of the desired visual result.

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

Developer ToolsGenerationEvaluated 9/5/2026100 evaluation examplesFallback pricing checked September 11, 2026
Generation

Style-Fixer

Fixes layout bugs in CSS based on a description of the desired visual result.

Developer ToolsPer layout
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
323 in · 215 out · 3.73s p50
$2.95 /100K
Current price · TrustedRouter
View token rates · observed 9/11/2026
TrustedRouter · $0.0211 input · $0.1055 output /1M
53%
Cheapest
DeepSeek V3
Hosted · Off-the-shelf
283 in · 183 out · 1.61s p50
$26.74 /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
70%
GPT-5.4
Hosted · Off-the-shelf
281 in · 122 out · 1.39s p50
$253 /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
95%
Best accuracy
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small11%100/100$38.75
Qwen3 235B A22Bmid59%100/100$40.13
DeepSeek V3mid70%100/100$26.74
Mistral Large 2407mid48%100/100$73.27
Arcee Trinity Large Thinkingmid8%100/100$161
GPT-5.4frontier95%100/100$253
Claude Opus 4.7frontier75%100/100$1314
Gemini 3.1 Pro Previewfrontier51%100/100$1883
Gemma 4 E4B ITsmall53%100/100$2.95
Granite 4.1 8Bsmall11%100/100$5.55
Ministral 8B Instruct 2410small29%100/100$8.96
Qwen3 4B Instruct 2507small22%100/100$18.39

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-05T22:37:02.644Z.

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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