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) |
|---|---|---|---|---|---|---|---|
| #265 | Grok 4.20 Beta none | X AI | 1.8 | 4.4 | $0.087 | 0/1 | 1.14s |
| #136 | Gemini 3 Flash Preview none | 5.5 | 6.8 | $0.085 | 1/3 | 1.80s | |
| #243 | Laguna S 2.1 low | Poolside | 3.8 | 5.0 | $0.082 | 0/3 | 167.5s |
| #117 | DeepSeek V3.2 medium | DeepSeek | 6.0 | 7.0 | $0.078 | 1/3 | 248.7s |
| #206 | KAT-Coder-Air V2.5 high | Kwaipilot | 4.3 | 5.6 | $0.077 | 0/3 | 39.1s |
| #187 | Qwen3.5-Flash none | Qwen | 5.5 | 6.0 | $0.073 | 1/3 | 850ms |
| #151 | Qwen3.5 Plus 2026-02-15 none | Qwen | 4.3 | 6.6 | $0.073 | 0/3 | 2.05s |
| #53 | DeepSeek V4 Flash 0731 low | DeepSeek | 7.3 | 8.0 | $0.072 | 1/3 | 163.3s |
| #93 | GPT-5.6 Luna medium | OpenAI | 5.4 | 7.4 | $0.072 | 1/3 | 10.4s |
| #61 | Qwen3.8 27B low | Qwen | 7.7 | 7.9 | ~$0.071 | 2/3 | 140.9s |
| #254 | KAT-Coder-Air V2.5 none | Kwaipilot | 3.3 | 4.8 | $0.070 | 0/3 | 14.3s |
| #258 | Grok 4.1 Fast medium | X AI | 7.8 | 4.7 | $0.069 | 0/1 | 23.6s |
| #222 | MiMo-V2.5-Pro none | Xiaomi | 4.3 | 5.4 | $0.068 | 0/3 | 1.41s |
| #153 | Laguna XS 2.1 medium | Poolside | 5.5 | 6.5 | $0.068 | 1/3 | 70.3s |
| #165 | Seed-2.0-Lite none | Bytedance Seed | 5.6 | 6.2 | $0.066 | 1/3 | 2.83s |