Coding Ranking
See which AI models perform best on Coding, which ones stay reliable, and where the biggest gaps appear. Sort by: Total Cost ↓.
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| Rank | Model | Company | Coding Score | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #47 | Muse Spark 1.2 medium | Meta | 1.0 | 0.9 | $1.590 | 3/3 | 17.5s |
| #74 | Gemini 3.1 Pro Preview medium | 0.8 | 0.8 | $1.585 | 2/3 | 40.2s | |
| #55 | GPT-5.2 medium | OpenAI | 1.0 | 0.9 | $1.558 | 3/3 | 22.7s |
| #128 | GLM 5.1 medium | Z.ai | 0.5 | 0.8 | $1.546 | 0/3 | 109.6s |
| #37 | Pareto default | Unbiased | 1.0 | 0.9 | $1.520 | 3/3 | 50.1s |
| #62 | Claude Sonnet 5.5 xhigh | Anthropic | 0.8 | 0.9 | $1.516 | 2/3 | 11.9s |
| #168 | Ember-1 low | Fireworks | 1.0 | 0.7 | $1.488 | 3/3 | 37.9s |
| #202 | Step 3.7 Flash high | Stepfun | 0.4 | 0.7 | $1.478 | 0/3 | 206.2s |
| #131 | Seed-2.0-Code high | Bytedance Seed | 0.6 | 0.7 | $1.448 | 1/3 | 266.7s |
| #68 | Claude Sonnet 5 medium | Anthropic | 0.9 | 0.9 | $1.438 | 2/3 | 17.3s |
| #187 | Grok Build 0.1 medium | X AI | 0.6 | 0.7 | $1.419 | 1/3 | 108.5s |
| #130 | Mistral Large 4 high | Mistral | 0.3 | 0.8 | $1.391 | 0/3 | 1277.8s |
| #6 | GPT-6.1 Sol xhigh | OpenAI | 1.0 | 1.0 | $1.377 | 3/3 | 10.6s |
| #116 | Grok 4.5 low | X AI | 1.0 | 0.8 | $1.345 | 3/3 | 13.7s |
| #34 | GPT-5.3-Codex medium | OpenAI | 1.0 | 0.9 | $1.318 | 3/3 | 19.5s |