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) |
|---|---|---|---|---|---|---|---|
| #259 | Gemini 3.1 Flash Lite none | 0.5 | 0.6 | $0.069 | 1/3 | 938ms | |
| #353 | KAT Coder AIR V2.5 default | Kwaipilot | 0.3 | 0.4 | $0.070 | 0/3 | 14.3s |
| #338 | Qwen3 Coder Next medium | Qwen | 0.4 | 0.5 | $0.071 | 0/3 | 924ms |
| #122 | Qwen3.7 Flash low | Qwen | 0.7 | 0.8 | $0.071 | 1/3 | 42.4s |
| #151 | Qwen3.8 27B medium | Qwen | 1.0 | 0.7 | ~$0.073 | 3/3 | 40.5s |
| #391 | Command A+ low | Cohere | 0.3 | 0.3 | $0.073 | 0/3 | 86.4s |
| #118 | GPT-6 Luna high | OpenAI | 0.8 | 0.8 | $0.074 | 2/3 | 24.7s |
| #199 | Qwen3.7 Flash medium | Qwen | 0.6 | 0.7 | $0.076 | 1/3 | 46.8s |
| #306 | KAT Coder AIR V2.5 high | Kwaipilot | 0.4 | 0.5 | $0.077 | 0/3 | 39.1s |
| #229 | Solar Pro 4 high | Upstage | 0.6 | 0.6 | $0.077 | 1/3 | 244.7s |
| #387 | Command A+ high | Cohere | 0.3 | 0.3 | $0.079 | 0/3 | 92.7s |
| #257 | Gemini 3.1 Flash Lite minimal | 0.5 | 0.6 | $0.080 | 1/3 | 831ms | |
| #281 | Nemotron 3 Super medium | NVIDIA | 0.3 | 0.6 | $0.081 | 0/3 | 147.3s |
| #139 | DeepSeek V4 Pro 0423 none | DeepSeek | 0.6 | 0.7 | $0.083 | 1/3 | 13.4s |
| #212 | Laguna XS 2.1 medium | Poolside | 0.5 | 0.6 | $0.083 | 1/3 | 70.3s |