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) |
|---|---|---|---|---|---|---|---|
| #242 | Gemini 3.1 Flash Lite Preview none | 0.5 | 0.6 | $0.090 | 1/3 | 967ms | |
| #311 | Mercury 2.5 low | Inception | 0.5 | 0.5 | $0.020 | 1/3 | 972ms |
| #316 | Mercury 2.5 Preview low | Inception | 0.5 | 0.5 | $0.015 | 1/3 | 972ms |
| #297 | GPT-5.6 Luna none | OpenAI | 0.4 | 0.5 | $0.042 | 0/3 | 980ms |
| #265 | GPT-5.6 Terra none | OpenAI | 0.5 | 0.6 | $0.377 | 1/3 | 1.00s |
| #247 | Inkling none | Thinkingmachines | 0.4 | 0.6 | $0.292 | 0/3 | 1.01s |
| #262 | Nemotron 3 Ultra none | NVIDIA | 0.5 | 0.6 | $0.164 | 1/3 | 1.02s |
| #357 | Mercury 2 none | Inception | 0.3 | 0.4 | $0.033 | 0/3 | 1.03s |
| #314 | Apodex 1.1 Mini default | Apodex | 0.4 | 0.5 | $0.000 | 0/3 | 1.13s |
| #376 | Grok 4.20 Beta default | X AI | 0.2 | 0.4 | $0.087 | 0/1 | 1.14s |
| #290 | Qwen3.8 27B none | Qwen | 0.5 | 0.5 | ~$0.010 | 1/3 | 1.19s |
| #370 | Ling 3.0 Tiny default | Inclusionai | 0.4 | 0.4 | $0.000 | 0/3 | 1.19s |
| #381 | Grok 4.20 none | X AI | 0.1 | 0.3 | $0.057 | 0/1 | 1.22s |
| #393 | Nemotron 3 Nano Omni 30b A3b Reasoning default | NVIDIA | 0.3 | 0.3 | $0.000 | 1/1 | 1.27s |
| #379 | Elephant Alpha medium | Openrouter | 0.4 | 0.4 | $0.000 | 0/3 | 1.30s |