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) |
|---|---|---|---|---|---|---|---|
| #103 | GLM 5.3 FlashX max | Z.ai | 0.8 | 0.8 | $0.623 | 2/3 | 24.6s |
| #52 | DeepSeek V4.1 Flash high | DeepSeek | 1.0 | 0.9 | $0.617 | 3/3 | 49.2s |
| #164 | GPT-5.2 Chat default | OpenAI | 0.9 | 0.7 | $0.594 | 2/3 | 9.82s |
| #53 | DeepSeek V4.1 Flash medium | DeepSeek | 1.0 | 0.9 | $0.591 | 3/3 | 34.4s |
| #57 | MiMo-V2.6-Pro medium | Xiaomi | 0.8 | 0.9 | $0.586 | 2/3 | 150.4s |
| #73 | Muse Glimmer 30B xhigh | Meta | 1.0 | 0.8 | $0.585 | 3/3 | 105.9s |
| #10 | Gemini 3.6 Flash medium | 1.0 | 1.0 | $0.577 | 3/3 | 14.8s | |
| #77 | DeepSeek V4 Flash 0731 high | DeepSeek | 0.6 | 0.8 | $0.576 | 1/3 | 252.7s |
| #113 | Step 3.7 Flash medium | Stepfun | 0.9 | 0.8 | $0.571 | 2/3 | 27.4s |
| #203 | KAT-Coder-Pro V2.5 low | Kwaipilot | 0.8 | 0.7 | $0.568 | 2/3 | 24.9s |
| #150 | Qwen3.5 Plus 2026-02-15 medium | Qwen | 0.7 | 0.7 | $0.567 | 1/3 | 180.7s |
| #147 | Qwen3.6 Plus medium | Qwen | 0.6 | 0.7 | $0.554 | 1/3 | 153.1s |
| #183 | GPT-6 Sol none | OpenAI | 0.5 | 0.7 | $0.551 | 1/3 | 12.2s |
| #386 | Grok Build 0.1 none | X AI | 0.3 | 0.3 | $0.547 | 1/1 | 21.4s |
| #193 | GPT 5.3 Chat default | OpenAI | 0.6 | 0.7 | $0.533 | 1/3 | 10.5s |