Coding Ranking
See which AI models perform best on Coding, which ones stay reliable, and where the biggest gaps appear. Sort by: Metric ↑.
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| Rank | Model | Company | Coding Score | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #345 | Owl Alpha medium | Openrouter | 0.5 | 0.5 | $0.000 | 1/3 | 18.7s |
| #189 | Solar Pro 4 low | Upstage | 0.5 | 0.7 | $0.101 | 1/3 | 259.6s |
| #215 | Solar Pro 4 medium | Upstage | 0.5 | 0.6 | $0.098 | 1/3 | 310.4s |
| #253 | GLM 5.3 FlashX low | Z.ai | 0.5 | 0.6 | $0.157 | 1/3 | 5.45s |
| #96 | GPT-5.6 Luna high | OpenAI | 0.5 | 0.8 | $0.118 | 1/3 | 15.6s |
| #106 | Qwen3.7 Max none | Qwen | 0.5 | 0.8 | $0.451 | 1/3 | 1.35s |
| #115 | Qwen3.7 Plus none | Qwen | 0.5 | 0.8 | $0.178 | 1/3 | 2.15s |
| #166 | Gemini 3.1 Flash Lite Preview medium | 0.5 | 0.7 | $0.158 | 1/3 | 4.09s | |
| #173 | Gemini 3.1 Flash Lite medium | 0.5 | 0.7 | $0.153 | 1/3 | 3.81s | |
| #176 | GPT-5.6 Luna low | OpenAI | 0.5 | 0.7 | $0.049 | 1/3 | 4.61s |
| #178 | Claude Opus 4.8 none | Anthropic | 0.5 | 0.7 | $2.334 | 1/3 | 3.29s |
| #183 | GPT-6 Sol none | OpenAI | 0.5 | 0.7 | $0.551 | 1/3 | 12.2s |
| #188 | Qwen3.5-Flash none | Qwen | 0.5 | 0.7 | $0.089 | 1/3 | 850ms |
| #194 | GPT-5.6 Sol none | OpenAI | 0.5 | 0.7 | $0.795 | 1/3 | 1.39s |
| #197 | GPT-5.5 none | OpenAI | 0.5 | 0.7 | $1.212 | 1/3 | 1.35s |