Coding Ranking
See which AI models perform best on Coding, which ones stay reliable, and where the biggest gaps appear.
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| Rank | Model | Company | Coding Score | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #331 | Mercury 2.5 none | Inception | 3.7 | 3.9 | $0.016 | 0/3 | 12.5s |
| #306 | Trinity Large Preview none | Arcee AI | 3.7 | 4.8 | $0.008 | 0/3 | 14.3s |
| #253 | KAT-Coder-Air V2.5 medium | Kwaipilot | 3.6 | 5.6 | $0.048 | 0/3 | 23.4s |
| #272 | Seed-2.0-Code none | Bytedance Seed | 3.6 | 5.3 | $0.151 | 0/3 | 13.4s |
| #270 | Inkling Small none | Thinkingmachines | 3.6 | 5.3 | $0.054 | 0/3 | 759ms |
| #264 | KAT-Coder-Air V2.5 low | Kwaipilot | 3.5 | 5.4 | $0.046 | 0/3 | 11.1s |
| #314 | MiniMax M2.5 medium | Minimax | 3.4 | 4.6 | $0.327 | 0/3 | 188.6s |
| #158 | Claude Fable 5.1 low | Anthropic | 3.4 | 6.9 | $2.565 | 0/3 | 6.75s |
| #315 | Laguna S 2.1 none | Poolside | 3.4 | 4.5 | $0.022 | 0/3 | 550ms |
| #311 | Mercury 2 none | Inception | 3.4 | 4.7 | $0.030 | 0/3 | 1.03s |
| #180 | Claude Opus 4.7 none | Anthropic | 3.3 | 6.6 | $0.505 | 1/1 | 2.84s |
| #223 | Grok 4.20 Beta medium | X AI | 3.3 | 6.0 | $0.750 | 1/1 | 31.4s |
| #246 | Gemini 3.1 Flash Lite high | 3.3 | 5.6 | $2.044 | 1/1 | 137.6s | |
| #303 | Grok 4.20 Multi Agent Beta medium | X AI | 3.3 | 4.8 | $5.599 | 1/1 | 27.1s |
| #330 | Grok Build 0.1 none | X AI | 3.3 | 4.0 | $0.547 | 1/1 | 21.4s |