AMA

Scenario guide

Best AI models for Bulk Classification

Classifying / extracting fields from millions of documents. Quality barely matters past a threshold; cost dominates.

Rankings use the same scenario weights and cost blending as the interactive leaderboard on AI Model Analyzer. Data is min-max normalised per benchmark; missing scores are skipped without penalty.

  1. 1
    GPT-5 nano
    OpenAI
    Score 82.9Q 51.2In $0.05/M
  2. 2
    Gemini 2.0 Flash
    Google
    Score 81.6Q 62.2In $0.10/M
  3. 3
    Qwen3 235B (Thinking)
    Alibaba (Qwen)
    Score 81.0Q 81.4In $0.20/M
  4. 4
    DeepSeek V3 (Thinking)
    DeepSeek
    Score 77.7Q 84.8In $0.27/M
  5. 5
    DeepSeek V3
    DeepSeek
    Score 77.6Q 84.4In $0.27/M
  6. 6
    Gemini 1.5 Flash
    Google
    Score 77.3Q 40.4In $0.08/M
  7. 7
    Gemini 3 Flash
    Google
    Score 76.0Q 92.3In $0.30/M
  8. 8
    Qwen3 235B
    Alibaba (Qwen)
    Score 75.6Q 65.9In $0.20/M
  9. 9
    GLM-4.6
    Zhipu AI (GLM)
    Score 72.8Q 90.1In $0.50/M
  10. 10
    Gemini 2.5 Flash
    Google
    Score 72.6Q 82.6In $0.30/M
  11. 11
    GLM-4.7
    Zhipu AI (GLM)
    Score 72.0Q 87.8In $0.50/M
  12. 12
    GPT-5 mini
    OpenAI
    Score 70.1Q 68.5In $0.25/M
  13. 13
    DeepSeek R1
    DeepSeek
    Score 69.8Q 86.1In $0.55/M
  14. 14
    GPT-4o mini
    OpenAI
    Score 69.2Q 40.3In $0.15/M
  15. 15
    Kimi K2
    Moonshot (Kimi)
    Score 67.9Q 84.0In $0.60/M