Published task benchmark

Code-Writer

Generates production-ready code in the target language from a natural language specification.

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

Developer ToolsGenerationEvaluated 9/6/2026100 evaluation examplesFallback pricing checked September 11, 2026
Generation

Code-Writer

Generates production-ready code in the target language from a natural language specification.

Developer ToolsPer spec
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
281 in · 1,080 out · 16.12s p50
$11.99 /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
266 in · 670 out · 4.40s p50
$71.89 /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
29%
GPT-5.4
Hosted · Off-the-shelf
262 in · 663 out · 3.84s p50
$1060 /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
72%
All 12 model results and methodology

Generated 100/100 examples

ModelTierQualityJudgedScenario cost
Nemotron Nano 9B v2small3%100/100$46.55
Qwen3 235B A22Bmid28%100/100$169
DeepSeek V3mid29%100/100$71.89
Mistral Large 2407mid6%100/100$134
Arcee Trinity Large Thinkingmid6%100/100$155
GPT-5.4frontier72%100/100$1060
Claude Opus 4.7frontier56%100/100$3603
Gemini 3.1 Pro Previewfrontier6%100/100$2428
Gemma 4 E4B ITsmall11%100/100$11.99
Granite 4.1 8Bsmall6%100/100$8.11
Ministral 8B Instruct 2410small5%100/100$12.04
Qwen3 4B Instruct 2507small5%100/100$57.46

LLM-judge pass rate on 100 synthetic examples. Generator: gpt-5.2. Judge: gpt-5.2. Evaluated 2026-09-06T15:01:02.784Z.

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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