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) |
|---|---|---|---|---|---|---|---|
| #34 | GPT-5.3-Codex medium | OpenAI | 1.0 | 0.9 | $1.318 | 3/3 | 19.5s |
| #35 | Claude Haiku 5.5 xhigh | Anthropic | 1.0 | 0.9 | $0.140 | 3/3 | 13.1s |
| #36 | Muse Spark 1.3 high | Meta | 1.0 | 0.9 | $1.891 | 3/3 | 51.7s |
| #37 | Pareto default | Unbiased | 1.0 | 0.9 | $1.520 | 3/3 | 50.1s |
| #38 | Seed 2.1 Turbo high | Bytedance Seed | 1.0 | 0.9 | $1.892 | 3/3 | 336.0s |
| #41 | Muse Spark 1.3 medium | Meta | 1.0 | 0.9 | $1.712 | 3/3 | 41.1s |
| #45 | GLM 5.3 Flash max | Z.ai | 1.0 | 0.9 | $0.089 | 3/3 | 43.4s |
| #46 | Muse Spark 1.2 high | Meta | 1.0 | 0.9 | $2.018 | 3/3 | 22.2s |
| #47 | Muse Spark 1.2 medium | Meta | 1.0 | 0.9 | $1.590 | 3/3 | 17.5s |
| #48 | Muse Spark 1.1 medium | Meta | 1.0 | 0.9 | $1.665 | 3/3 | 15.7s |
| #49 | Claude Fable 5 medium | Anthropic | 1.0 | 0.9 | $5.089 | 3/3 | 15.6s |
| #52 | DeepSeek V4.1 Flash high | DeepSeek | 1.0 | 0.9 | $0.617 | 3/3 | 49.2s |
| #53 | DeepSeek V4.1 Flash medium | DeepSeek | 1.0 | 0.9 | $0.591 | 3/3 | 34.4s |
| #55 | GPT-5.2 medium | OpenAI | 1.0 | 0.9 | $1.558 | 3/3 | 22.7s |
| #60 | DeepSeek V4.1 Flash max | DeepSeek | 1.0 | 0.9 | $1.204 | 3/3 | 62.5s |