Coding Ranking
See which AI models perform best on Coding, which ones stay reliable, and where the biggest gaps appear. Sort by: Response Time (avg) ↑.
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| Rank | Model | Company | Coding Score | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #65 | Qwen3.8 Max (0902) low | Qwen | 1.0 | 0.9 | $1.131 | 3/3 | 37.4s |
| #168 | Ember-1 low | Fireworks | 1.0 | 0.7 | $1.488 | 3/3 | 37.9s |
| #395 | Nemotron 3 Nano Omni 30b A3b Reasoning medium | NVIDIA | 0.1 | 0.3 | $0.000 | 0/1 | 38.1s |
| #260 | gpt-oss-120b medium | OpenAI | 0.6 | 0.6 | $0.030 | 1/3 | 38.4s |
| #309 | KAT Coder AIR V2.5 high | Kwaipilot | 0.4 | 0.5 | $0.077 | 0/3 | 39.1s |
| #312 | Mistral Small 4 medium | Mistral | 0.4 | 0.5 | $0.126 | 0/3 | 40.0s |
| #74 | Gemini 3.1 Pro Preview medium | 0.8 | 0.8 | $1.585 | 2/3 | 40.2s | |
| #151 | Qwen3.8 27B medium | Qwen | 1.0 | 0.7 | ~$0.073 | 3/3 | 40.5s |
| #95 | DeepSeek V4.1 Flash low | DeepSeek | 1.0 | 0.8 | $0.494 | 3/3 | 40.7s |
| #88 | GLM 5.2 medium | Z.ai | 0.8 | 0.8 | $1.007 | 2/3 | 41.0s |
| #145 | Gemini 2.5 Flash medium | 0.8 | 0.7 | $0.680 | 2/3 | 41.0s | |
| #41 | Muse Spark 1.3 medium | Meta | 1.0 | 0.9 | $1.712 | 3/3 | 41.1s |
| #212 | Grok 4.3 medium | X AI | 0.6 | 0.6 | $0.989 | 1/3 | 41.2s |
| #32 | Qwen3.8 MAX medium | Qwen | 1.0 | 0.9 | $1.181 | 3/3 | 41.3s |
| #272 | GPT-5 Nano medium | OpenAI | 0.7 | 0.6 | $0.159 | 1/3 | 41.6s |