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) |
|---|---|---|---|---|---|---|---|
| #2 | Gemini 3.8 Flash high | 1.0 | 1.0 | $1.927 | 3/3 | 29.3s | |
| #38 | Seed 2.1 Turbo high | Bytedance Seed | 1.0 | 0.9 | $1.892 | 3/3 | 336.0s |
| #36 | Muse Spark 1.3 high | Meta | 1.0 | 0.9 | $1.891 | 3/3 | 51.7s |
| #292 | Hy4 preview low | Tencent | 0.5 | 0.5 | $1.844 | 0/3 | 219.1s |
| #22 | GPT-5.5 low | OpenAI | 1.0 | 0.9 | $1.822 | 3/3 | 15.0s |
| #29 | Claude Opus 5.5 medium | Anthropic | 0.8 | 0.9 | $1.804 | 2/3 | 13.5s |
| #244 | Gemini 3.5 Flash none | 0.9 | 0.6 | $1.752 | 2/3 | 34.7s | |
| #23 | Claude Opus 5.5 low | Anthropic | 1.0 | 0.9 | $1.733 | 3/3 | 12.2s |
| #41 | Muse Spark 1.3 medium | Meta | 1.0 | 0.9 | $1.712 | 3/3 | 41.1s |
| #19 | GPT-5.6 Sol medium | OpenAI | 1.0 | 0.9 | $1.700 | 3/3 | 9.40s |
| #69 | Qwen3.7 Max medium | Qwen | 1.0 | 0.9 | $1.689 | 3/3 | 35.3s |
| #48 | Muse Spark 1.1 medium | Meta | 1.0 | 0.9 | $1.665 | 3/3 | 15.7s |
| #28 | Seed 2.1 Turbo low | Bytedance Seed | 1.0 | 0.9 | $1.645 | 3/3 | 360.8s |
| #21 | GPT-5.6 Sol high | OpenAI | 1.0 | 0.9 | $1.595 | 3/3 | 12.5s |
| #179 | Kimi K2.6 medium | Moonshot AI | 0.6 | 0.7 | $1.594 | 1/3 | 214.4s |