Instructions following Ranking
See which AI models perform best on Instructions following, which ones stay reliable, and where the biggest gaps appear. Sort by: Total Cost ↑.
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| Rank | Model | Company | Instructions following Score | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #272 | DeepSeek V3.2 medium | DeepSeek | 1.0 | 0.6 | $0.152 | 2/2 | 35.8s |
| #204 | Gemini 3.1 Flash Lite medium | 1.0 | 0.7 | $0.153 | 2/2 | 2.59s | |
| #248 | Gemini 3 Flash Preview none | 0.6 | 0.6 | $0.155 | 1/2 | 1.58s | |
| #293 | GLM 5.3 FlashX low | Z.ai | 1.0 | 0.6 | $0.157 | 2/2 | 1.34s |
| #195 | Gemini 3.1 Flash Lite Preview medium | 1.0 | 0.7 | $0.158 | 2/2 | 1.91s | |
| #311 | GPT-5 Nano medium | OpenAI | 1.0 | 0.6 | $0.159 | 2/2 | 15.6s |
| #302 | Nemotron 3 Ultra none | NVIDIA | 1.0 | 0.6 | $0.164 | 2/2 | 1.46s |
| #372 | Hy4 preview none | Tencent | 0.7 | 0.5 | $0.165 | 1/2 | 47.9s |
| #348 | Nemotron 3.5 Lightning high | NVIDIA | 0.8 | 0.5 | $0.168 | 1/2 | 4.98s |
| #312 | GPT-5.4 Mini none | OpenAI | 0.6 | 0.6 | $0.170 | 1/2 | 728ms |
| #387 | Nemotron 3.5 Lightning low | NVIDIA | 0.8 | 0.5 | $0.175 | 1/2 | 5.46s |
| #268 | Qwen3.5 Plus 2026-02-15 none | Qwen | 1.0 | 0.6 | $0.176 | 2/2 | 1.67s |
| #140 | Qwen3.7 Plus none | Qwen | 0.6 | 0.8 | $0.178 | 1/2 | 929ms |
| #314 | Seed 2.1 Turbo none | Bytedance Seed | 1.0 | 0.6 | $0.182 | 2/2 | 1.82s |
| #29 | Gemini 3.7 Flash low | 1.0 | 0.9 | $0.183 | 2/2 | 2.47s |