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) |
|---|---|---|---|---|---|---|---|
| #53 | Muse Spark 1.3 medium | Meta | 1.0 | 0.9 | $1.712 | 2/2 | 10.5s |
| #163 | Seed-2.0-Code medium | Bytedance Seed | 1.0 | 0.7 | $1.275 | 2/2 | 10.3s |
| #59 | Muse Spark Open low | Meta | 0.8 | 0.9 | $0.600 | 1/2 | 10.3s |
| #388 | Owl Alpha medium | Openrouter | 0.7 | 0.5 | $0.000 | 1/2 | 10.2s |
| #199 | Qwen3.5-122B-A10B medium | Qwen | 1.0 | 0.7 | $1.152 | 2/2 | 9.88s |
| #149 | Qwen3.7 Flash low | Qwen | 0.8 | 0.8 | $0.071 | 1/2 | 9.88s |
| #70 | DeepSeek V4.1 Flash medium | DeepSeek | 1.0 | 0.9 | $0.591 | 2/2 | 9.69s |
| #94 | Gemini 3.1 Pro Preview medium | 1.0 | 0.8 | $1.585 | 2/2 | 9.56s | |
| #182 | Qwen3.7 Flash high | Qwen | 1.0 | 0.7 | $0.063 | 2/2 | 9.41s |
| #452 | Step 3.5 Flash none | Stepfun | 0.5 | 0.2 | $0.020 | 1/1 | 9.30s |
| #230 | Qwen3.7 Flash medium | Qwen | 0.6 | 0.7 | $0.076 | 0/2 | 9.27s |
| #71 | Kimi K3.1 Pro max | Moonshot AI | 1.0 | 0.9 | $3.578 | 2/2 | 9.06s |
| #93 | Muse Glimmer 30B xhigh | Meta | 0.8 | 0.8 | $0.585 | 1/2 | 8.90s |
| #219 | Qwen3.5-Flash none | Qwen | 0.6 | 0.7 | $0.089 | 1/2 | 8.81s |
| #115 | DeepSeek V4 Pro 0423 high | DeepSeek | 0.8 | 0.8 | $0.149 | 1/2 | 8.73s |