Instructions following Ranking
See which AI models perform best on Instructions following, which ones stay reliable, and where the biggest gaps appear. Sort by: Tests Correct ↑.
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| Rank | Model | Company | Instructions following Score | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #163 | Gemini 3.1 Flash Lite Preview high | 9.8 | 5.3 | $2.310 | 2/2 | 64.0s | |
| #173 | DeepSeek V3.2 none | DeepSeek | 10.0 | 5.0 | $0.054 | 2/2 | 1.52s |
| #178 | Ling-2.6-flash none | Inclusionai | 9.8 | 4.9 | $0.002 | 2/2 | 5.52s |
| #179 | Ring-2.6-1T none | Inclusionai | 9.8 | 4.8 | $0.026 | 2/2 | 27.4s |
| #181 | Grok 4.20 Multi Agent Beta medium | X AI | 9.8 | 4.8 | $5.599 | 2/2 | 3.52s |
| #182 | KAT-Coder-Air V2.5 none | Kwaipilot | 9.9 | 4.8 | $0.067 | 2/2 | 1.75s |
| #184 | Hunter Alpha medium | OpenRouter | 9.9 | 4.7 | $0.000 | 2/2 | 4.18s |
| #186 | Laguna M.1 medium | Poolside | 10.0 | 4.7 | $0.033 | 2/2 | 4.30s |
| #188 | Cobuddy medium | Baidu | 9.8 | 4.7 | $0.000 | 2/2 | 11.6s |
| #193 | Elephant Alpha none | Openrouter | 9.8 | 4.3 | $0.000 | 2/2 | 1.03s |
| #195 | Elephant Alpha medium | Openrouter | 9.8 | 4.3 | $0.000 | 2/2 | 987ms |
| #198 | Laguna Xs.2 medium | Poolside | 10.0 | 4.1 | $0.015 | 2/2 | 1.68s |
| #202 | Grok Build 0.1 none | X AI | 9.8 | 4.0 | $0.547 | 2/2 | 7.36s |
| #206 | gpt-oss-120b none | OpenAI | 9.8 | 3.7 | $0.010 | 2/2 | 5.06s |
| #209 | Step 3.5 Flash none | Stepfun | 5.0 | 2.3 | $0.020 | 1/1 | 9.30s |