Coding Ranking
See which AI models perform best on Coding, which ones stay reliable, and where the biggest gaps appear. Sort by: Response Time (avg) ↓.
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| Rank | Model | Company | Coding Score | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #173 | Gemini 3.1 Flash Lite none | 5.5 | 6.1 | $0.046 | 1/3 | 938ms | |
| #262 | Qwen3 Coder Next medium | Qwen | 3.7 | 4.6 | $0.034 | 0/3 | 924ms |
| #145 | Gemini 3.5 Flash Lite low | 4.3 | 6.6 | $0.138 | 0/3 | 917ms | |
| #193 | GPT-5.4 Mini none | OpenAI | 5.5 | 5.9 | $0.095 | 1/3 | 913ms |
| #235 | Mistral Small 4 none | Mistral | 3.7 | 5.1 | $0.022 | 0/3 | 901ms |
| #187 | Qwen3.5-Flash none | Qwen | 5.5 | 6.0 | $0.073 | 1/3 | 850ms |
| #169 | Gemini 3.1 Flash Lite minimal | 5.5 | 6.1 | $0.047 | 1/3 | 831ms | |
| #276 | Granite 4.1 8B none | IBM Granite | 4.5 | 4.0 | $0.007 | 0/3 | 775ms |
| #226 | Inkling Small none | Thinkingmachines | 3.6 | 5.3 | $0.054 | 0/3 | 759ms |
| #182 | Gemini 2.5 Flash none | 5.5 | 6.0 | $0.017 | 1/3 | 736ms | |
| #227 | Laguna XS 2.1 none | Poolside | 4.3 | 5.3 | $0.008 | 0/3 | 623ms |
| #264 | Laguna S 2.1 none | Poolside | 3.4 | 4.5 | $0.022 | 0/3 | 550ms |
| #185 | Gemini 3 PRO Preview medium | 3.0 | 6.0 | $0.385 | 0/3 | 0ms | |
| #230 | Gemini 3.1 Flash Lite Preview high | 0.0 | 5.3 | $2.310 | 0/0 | 0ms | |
| #246 | Qwen3.6 Plus Preview medium | Qwen | 9.8 | 4.9 | $0.000 | 0/1 | 0ms |