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) |
|---|---|---|---|---|---|---|---|
| #11 | GPT-6.1 Sol medium | OpenAI | 1.0 | 1.0 | $0.530 | 3/3 | 4.74s |
| #9 | Gemini 3.7 Flash high | 1.0 | 1.0 | $0.528 | 3/3 | 13.6s | |
| #140 | Inkling medium | Thinkingmachines | 0.8 | 0.7 | $0.527 | 2/3 | 25.2s |
| #70 | Claude Haiku 5.5 max | Anthropic | 1.0 | 0.8 | $0.509 | 3/3 | 55.9s |
| #219 | Gemini 3.5 Flash minimal | 0.6 | 0.6 | $0.508 | 1/3 | 2.75s | |
| #210 | KAT-Coder-Pro V2.5 high | Kwaipilot | 0.6 | 0.6 | $0.506 | 1/3 | 22.0s |
| #119 | Muse Glimmer 30B high | Meta | 0.9 | 0.8 | $0.506 | 2/3 | 96.0s |
| #289 | Claude Opus 4.7 none | Anthropic | 0.3 | 0.5 | $0.505 | 1/1 | 2.84s |
| #112 | GLM 5.3 high | Z.ai | 0.7 | 0.8 | $0.495 | 1/3 | 18.9s |
| #95 | DeepSeek V4.1 Flash low | DeepSeek | 1.0 | 0.8 | $0.494 | 3/3 | 40.7s |
| #282 | Kimi K2.6 none | Moonshot AI | 0.6 | 0.5 | $0.486 | 1/3 | 82.6s |
| #89 | GPT-5.6 Terra medium | OpenAI | 0.6 | 0.8 | $0.483 | 1/3 | 7.19s |
| #156 | GLM 5 medium | Z.ai | 1.0 | 0.7 | $0.479 | 3/3 | 74.3s |
| #59 | GPT-6 Sol low | OpenAI | 0.6 | 0.9 | $0.477 | 1/3 | 8.74s |
| #117 | DeepSeek V4 Flash 0731 medium | DeepSeek | 0.6 | 0.8 | $0.460 | 1/3 | 198.8s |