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) |
|---|---|---|---|---|---|---|---|
| #174 | Gemini 3.1 Flash Lite medium | 0.5 | 0.7 | $0.153 | 1/3 | 3.81s | |
| #177 | GPT-5.6 Luna low | OpenAI | 0.5 | 0.7 | $0.049 | 1/3 | 4.61s |
| #179 | Claude Opus 4.8 none | Anthropic | 0.5 | 0.7 | $2.334 | 1/3 | 3.29s |
| #180 | Kimi K2.6 medium | Moonshot AI | 0.6 | 0.7 | $1.594 | 1/3 | 214.4s |
| #184 | GPT-6 Sol none | OpenAI | 0.5 | 0.7 | $0.551 | 1/3 | 12.2s |
| #185 | Space Bunny Alpha max | Stealth | 0.6 | 0.7 | $0.000 | 1/3 | 17.1s |
| #186 | Solar Pro 4 xhigh | Upstage | 0.6 | 0.7 | $0.067 | 1/3 | 292.2s |
| #187 | Grok 4.7 xhigh | X AI | 0.5 | 0.7 | $3.398 | 1/3 | 414.5s |
| #188 | Grok Build 0.1 medium | X AI | 0.6 | 0.7 | $1.419 | 1/3 | 108.5s |
| #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 |