Coding Ranking
See which AI models perform best on Coding, which ones stay reliable, and where the biggest gaps appear. Sort by: Metric ↑.
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| Rank | Model | Company | Coding Score | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #24 | Gemini 3.5 Flash low | 7.8 | 8.8 | $0.449 | 2/3 | 6.71s | |
| #28 | Gemini 3.6 Flash low | 7.8 | 8.7 | $0.251 | 2/3 | 6.95s | |
| #76 | DeepSeek V4 Flash 0423 high | DeepSeek | 7.8 | 7.6 | $0.042 | 2/3 | 50.6s |
| #100 | KAT-Coder-Pro V2.5 low | Kwaipilot | 7.8 | 7.3 | $0.400 | 2/3 | 24.9s |
| #124 | KAT-Coder-Pro V2.5 medium | Kwaipilot | 7.8 | 6.9 | $0.478 | 2/3 | 33.1s |
| #148 | Inkling Small medium | Thinkingmachines | 7.8 | 6.6 | $0.113 | 2/3 | 10.5s |
| #48 | Qwen3.8 2.4T A95B low | Qwen | 7.8 | 8.1 | $2.672 | 2/3 | 172.5s |
| #92 | Kimi K2.7 Code medium | Moonshot AI | 7.8 | 7.4 | $0.709 | 2/3 | 146.7s |
| #143 | LongCat 2.0 high | Meituan | 7.8 | 6.7 | $0.492 | 2/3 | 505.3s |
| #18 | Gemini 3.5 Flash medium | 7.9 | 9.0 | $0.665 | 2/3 | 12.6s | |
| #12 | Gemini 3.1 Pro Preview medium | 7.9 | 9.2 | $1.352 | 2/3 | 40.2s | |
| #64 | Gemini 3.5 Flash Lite medium | 7.9 | 7.8 | $0.272 | 2/3 | 9.96s | |
| #69 | Seed-2.0-Lite medium | Bytedance Seed | 8.0 | 7.8 | $0.236 | 2/3 | 156.7s |
| #42 | Qwen3.8 27B high | Qwen | 8.1 | 8.4 | ~$0.287 | 2/3 | 248.6s |
| #112 | Muse Glimmer 30B low | Meta | 8.1 | 7.1 | $0.187 | 2/3 | 16.5s |