Instructions following Ranking
See which AI models perform best on Instructions following, which ones stay reliable, and where the biggest gaps appear. Sort by: Response Time (avg) ↑.
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| Rank | Model | Company | Instructions following Score | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #112 | Seed-2.0-Lite medium | Bytedance Seed | 1.0 | 0.8 | $0.271 | 2/2 | 7.26s |
| #431 | Grok Build 0.1 none | X AI | 1.0 | 0.3 | $0.547 | 2/2 | 7.36s |
| #183 | LongCat 2.0 medium | Meituan | 0.7 | 0.7 | $0.767 | 1/2 | 7.38s |
| #88 | Qwen3.7 Max medium | Qwen | 1.0 | 0.9 | $1.689 | 2/2 | 7.46s |
| #156 | GLM 5.1 medium | Z.ai | 0.6 | 0.8 | $1.546 | 1/2 | 7.47s |
| #76 | Seed 2.1 Turbo medium | Bytedance Seed | 1.0 | 0.9 | $2.042 | 2/2 | 7.48s |
| #381 | Qwen3 Coder Next medium | Qwen | 0.6 | 0.5 | $0.071 | 1/2 | 7.49s |
| #238 | Qwen3.6 35B A3B medium | Qwen | 1.0 | 0.7 | $0.834 | 2/2 | 7.50s |
| #175 | Qwen3.6 Plus medium | Qwen | 1.0 | 0.7 | $0.554 | 2/2 | 7.54s |
| #42 | Qwen3.8 Max (0902) high | Qwen | 1.0 | 0.9 | $3.306 | 2/2 | 7.55s |
| #298 | gpt-oss-120b medium | OpenAI | 1.0 | 0.6 | $0.030 | 2/2 | 7.63s |
| #78 | DeepSeek V4.1 Flash max | DeepSeek | 1.0 | 0.9 | $1.204 | 2/2 | 7.64s |
| #48 | Seed 2.1 Turbo high | Bytedance Seed | 1.0 | 0.9 | $1.892 | 2/2 | 7.66s |
| #102 | Kimi K3 max | Moonshot AI | 1.0 | 0.8 | $3.409 | 2/2 | 7.66s |
| #285 | Apodex 1.1 Mini low | Apodex | 1.0 | 0.6 | $0.000 | 2/2 | 7.71s |