Coding Ranking
See which AI models perform best on Coding, which ones stay reliable, and where the biggest gaps appear. Sort by: Total Cost ↓.
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| Rank | Model | Company | Coding Score | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #233 | Inkling none | Thinkingmachines | 4.5 | 5.2 | $0.142 | 0/3 | 1.01s |
| #82 | GPT-5.4 Nano medium | OpenAI | 6.1 | 7.5 | $0.142 | 1/3 | 19.1s |
| #174 | Qwen3.5-Flash medium | Qwen | 3.7 | 6.1 | $0.142 | 0/3 | 58.9s |
| #250 | Nemotron 3.5 Lightning low | NVIDIA | 4.0 | 4.8 | $0.140 | 0/3 | 224.4s |
| #145 | Gemini 3.5 Flash Lite low | 4.3 | 6.6 | $0.138 | 0/3 | 917ms | |
| #192 | Hy3 preview high | Tencent | 5.3 | 5.9 | $0.135 | 1/3 | 99.8s |
| #54 | DeepSeek V4 Flash 0731 high | DeepSeek | 6.3 | 8.0 | $0.134 | 1/3 | 252.7s |
| #213 | Nemotron 3.5 Lightning high | NVIDIA | 4.4 | 5.6 | $0.134 | 0/3 | 168.4s |
| #189 | Step 3.5 Flash medium | Stepfun | 2.4 | 5.9 | $0.132 | 0/2 | 258.4s |
| #179 | Qwen3.5 Plus 2026-04-20 none | Qwen | 3.9 | 6.1 | $0.122 | 0/3 | 1.69s |
| #101 | Gemini 3.1 Flash Lite medium | 5.5 | 7.3 | $0.120 | 1/3 | 3.81s | |
| #186 | GPT-5 Nano medium | OpenAI | 7.0 | 6.0 | $0.118 | 1/3 | 41.6s |
| #90 | Gemini 3.1 Flash Lite Preview medium | 5.5 | 7.4 | $0.117 | 1/3 | 4.09s | |
| #122 | Seed-2.0-Mini medium | Bytedance Seed | 5.5 | 7.0 | $0.116 | 1/3 | 220.5s |
| #214 | Qwen3.6 27B none | Qwen | 5.5 | 5.5 | $0.116 | 1/3 | 4.16s |