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) |
|---|---|---|---|---|---|---|---|
| #200 | LongCat 2.0 low | Meituan | 0.7 | 0.7 | $0.630 | 1/3 | 479.3s |
| #252 | Claude Sonnet 4.6 none | Anthropic | 0.5 | 0.6 | $0.661 | 1/3 | 5.19s |
| #239 | KAT-Coder-Pro V2.5 medium | Kwaipilot | 0.8 | 0.6 | $0.669 | 2/3 | 33.1s |
| #97 | Nemotron 3 Ultra medium | NVIDIA | 0.8 | 0.8 | $0.674 | 2/3 | 26.5s |
| #145 | Gemini 2.5 Flash medium | 0.8 | 0.7 | $0.680 | 2/3 | 41.0s | |
| #330 | Mimo V2 Omni medium | Xiaomi | 0.3 | 0.5 | $0.683 | 0/3 | 183.9s |
| #277 | GPT-5.4 none | OpenAI | 0.5 | 0.6 | $0.690 | 1/3 | 1.62s |
| #79 | GPT-5.6 Terra high | OpenAI | 0.8 | 0.8 | $0.698 | 2/3 | 9.14s |
| #18 | GPT-6 Sol medium | OpenAI | 0.8 | 0.9 | $0.703 | 2/3 | 11.8s |
| #224 | Qwen3.5-35B-A3B medium | Qwen | 0.6 | 0.6 | $0.716 | 1/3 | 206.6s |
| #228 | Gemini 3.1 Flash Lite low | 0.5 | 0.6 | $0.717 | 1/3 | 1.53s | |
| #227 | Gemini 3.1 Flash Lite Preview low | 0.5 | 0.6 | $0.736 | 1/3 | 1.39s | |
| #250 | KAT-Coder-Pro V2.5 default | Kwaipilot | 0.6 | 0.6 | $0.742 | 1/3 | 22.5s |
| #321 | Grok 4.20 Beta medium | X AI | 0.3 | 0.5 | $0.750 | 1/1 | 31.4s |
| #39 | Gemini 3.5 Flash low | 0.8 | 0.9 | $0.752 | 2/3 | 6.71s |