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) |
|---|---|---|---|---|---|---|---|
| #189 | Qwen3.5-Flash none | Qwen | 0.5 | 0.7 | $0.089 | 1/3 | 850ms |
| #190 | Solar Pro 4 low | Upstage | 0.5 | 0.7 | $0.101 | 1/3 | 259.6s |
| #191 | Grok 4.7 high | X AI | 0.6 | 0.7 | $3.037 | 1/3 | 335.9s |
| #192 | MiniMax M3 medium | Minimax | 0.6 | 0.7 | $0.422 | 1/3 | 144.7s |
| #193 | Ember-1 max | Fireworks | 0.5 | 0.7 | $3.264 | 1/3 | 105.1s |
| #194 | GPT 5.3 Chat default | OpenAI | 0.6 | 0.7 | $0.533 | 1/3 | 10.5s |
| #195 | GPT-5.6 Sol none | OpenAI | 0.5 | 0.7 | $0.795 | 1/3 | 1.39s |
| #197 | GLM 5.3 Flash low | Z.ai | 0.5 | 0.7 | $0.038 | 1/3 | 10.4s |
| #198 | GPT-5.5 none | OpenAI | 0.5 | 0.7 | $1.212 | 1/3 | 1.35s |
| #200 | Qwen3.7 Flash medium | Qwen | 0.6 | 0.7 | $0.076 | 1/3 | 46.8s |
| #201 | LongCat 2.0 low | Meituan | 0.7 | 0.7 | $0.630 | 1/3 | 479.3s |
| #207 | Mercury 2.5 Preview high | Inception | 0.7 | 0.6 | $0.040 | 1/3 | 6.13s |
| #208 | Mercury 2.5 high | Inception | 0.6 | 0.6 | $0.044 | 1/3 | 6.58s |
| #209 | GLM 5.3 low | Z.ai | 0.6 | 0.6 | $0.215 | 1/3 | 21.0s |
| #211 | KAT-Coder-Pro V2.5 high | Kwaipilot | 0.6 | 0.6 | $0.506 | 1/3 | 22.0s |