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 81.5Q 47.2In $0.05/M
  2. 2
    Gemini 2.0 Flash
    Google
    Score 79.9Q 57.4In $0.10/M
  3. 3
    Qwen3 235B (Thinking)
    Alibaba (Qwen)
    Score 78.8Q 75.2In $0.20/M
  4. 4
    Gemini 1.5 Flash
    Google
    Score 76.2Q 37.3In $0.08/M
  5. 5
    Gemini 3 Flash
    Google
    Score 75.6Q 91.1In $0.30/M
  6. 6
    DeepSeek V3 (Thinking)
    DeepSeek
    Score 75.4Q 78.2In $0.27/M
  7. 7
    DeepSeek V3
    DeepSeek
    Score 75.4Q 78.1In $0.27/M
  8. 8
    Qwen3 235B
    Alibaba (Qwen)
    Score 73.8Q 60.9In $0.20/M
  9. 9
    Gemini 2.5 Flash
    Google
    Score 70.5Q 76.5In $0.30/M
  10. 10
    GLM-4.6
    Zhipu AI (GLM)
    Score 70.4Q 83.2In $0.50/M
  11. 11
    GLM-4.7
    Zhipu AI (GLM)
    Score 69.9Q 81.9In $0.50/M
  12. 12
    GPT-5 mini
    OpenAI
    Score 68.2Q 63.2In $0.25/M
  13. 13
    GPT-4o mini
    OpenAI
    Score 68.1Q 37.2In $0.15/M
  14. 14
    DeepSeek R1
    DeepSeek
    Score 67.5Q 79.4In $0.55/M
  15. 15
    Llama 4 Scout
    Meta
    Score 65.9Q 35.5In $0.18/M