Coding Ranking
See which AI models perform best on Coding, which ones stay reliable, and where the biggest gaps appear. Sort by: Tests Correct ↓.
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| Rank | Model | Company | Coding Score | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #107 | Gemini 3.5 Flash medium | 0.8 | 0.8 | $1.316 | 2/3 | 12.6s | |
| #110 | Ling 3.1 Flash high | Inclusionai | 0.8 | 0.8 | $0.000 | 2/3 | 83.4s |
| #111 | Grok 4.5 medium | X AI | 0.8 | 0.8 | $2.996 | 2/3 | 155.7s |
| #113 | Step 3.7 Flash medium | Stepfun | 0.9 | 0.8 | $0.571 | 2/3 | 27.4s |
| #114 | Grok 4.6 medium | X AI | 0.8 | 0.8 | $2.270 | 2/3 | 120.0s |
| #118 | GPT-6 Luna high | OpenAI | 0.8 | 0.8 | $0.074 | 2/3 | 24.7s |
| #119 | Muse Glimmer 30B high | Meta | 0.9 | 0.8 | $0.506 | 2/3 | 96.0s |
| #123 | Muse Glimmer 30B medium | Meta | 0.8 | 0.8 | $0.288 | 2/3 | 33.7s |
| #126 | Qwen3.8 27B low | Qwen | 0.8 | 0.8 | ~$0.089 | 2/3 | 140.9s |
| #135 | Seed-2.0-Code medium | Bytedance Seed | 0.9 | 0.7 | $1.275 | 2/3 | 89.9s |
| #136 | GLM 5.3 FlashX high | Z.ai | 0.8 | 0.7 | $0.210 | 2/3 | 8.06s |
| #137 | Grok 4.7 low | X AI | 0.8 | 0.7 | $1.933 | 2/3 | 189.1s |
| #140 | Inkling medium | Thinkingmachines | 0.8 | 0.7 | $0.527 | 2/3 | 25.2s |
| #142 | GLM 5.3 Flash high | Z.ai | 0.8 | 0.7 | $0.056 | 2/3 | 19.6s |
| #145 | Gemini 2.5 Flash medium | 0.8 | 0.7 | $0.680 | 2/3 | 41.0s |