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) |
|---|---|---|---|---|---|---|---|
| #142 | GLM 5.3 Flash high | Z.ai | 0.8 | 0.7 | $0.056 | 2/3 | 19.6s |
| #157 | Step 3.7 Flash low | Stepfun | 0.8 | 0.7 | $0.449 | 2/3 | 9.46s |
| #174 | Ember-1 high | Fireworks | 0.8 | 0.7 | $2.405 | 2/3 | 72.2s |
| #240 | GLM 5 Turbo medium | Z.ai | 0.8 | 0.6 | $0.323 | 2/3 | 45.9s |
| #201 | Mercury 2 medium | Inception | 0.8 | 0.7 | $0.121 | 2/3 | 2.04s |
| #172 | Muse Glimmer 30B low | Meta | 0.8 | 0.7 | $0.219 | 2/3 | 16.5s |
| #56 | Qwen3.8 27B high | Qwen | 0.8 | 0.9 | ~$0.298 | 2/3 | 248.6s |
| #99 | Gemini 3.8 Flash medium | 0.8 | 0.8 | $0.769 | 2/3 | 11.7s | |
| #90 | Seed-2.0-Lite medium | Bytedance Seed | 0.8 | 0.8 | $0.271 | 2/3 | 156.7s |
| #74 | Gemini 3.1 Pro Preview medium | 0.8 | 0.8 | $1.585 | 2/3 | 40.2s | |
| #148 | Gemini 3.5 Flash Lite medium | 0.8 | 0.7 | $0.440 | 2/3 | 9.96s | |
| #64 | Claude Haiku 5.5 low | Anthropic | 0.8 | 0.9 | $0.061 | 2/3 | 7.30s |
| #107 | Gemini 3.5 Flash medium | 0.8 | 0.8 | $1.316 | 2/3 | 12.6s | |
| #71 | Qwen3.8 2.4T A95B low | Qwen | 0.8 | 0.8 | $4.016 | 2/3 | 172.5s |
| #146 | LongCat 2.0 high | Meituan | 0.8 | 0.7 | $0.778 | 2/3 | 505.3s |