Skip to content

Value ranking

Best value on MMMU

As of October 25, 2026, the best value on MMMU is Gemini 2.0 Flash, at 625.70 normalized points per dollar of input price ($0.10 per million tokens, score 62.6).

Massive Multi-discipline Multimodal Understanding; college-exam level questions with images across 30+ subjects.

“Value” is normalized benchmark score (0–100 for this leaderboard cohort) divided by input price per million tokens. Higher means more capability per dollar on this axis only — always sanity-check latency, context length, and your real workload.

  1. 1
    Gemini 2.0 Flash
    Google
    625.70
    62.6 / $0.10/M
  2. 2
    Gemma 3 12B
    Google
    590.20
    29.5 / $0.05/M
  3. 3
    Gemini 2.5 Flash
    Google
    562.87
    84.4 / $0.15/M
  4. 4
    Llama 4 Scout
    Meta
    562.80
    56.3 / $0.10/M
  5. 5
    Gemma 3 27B
    Google
    549.88
    44.0 / $0.08/M
  6. 6
    Llama 4 Maverick
    Meta
    358.45
    67.2 / $0.19/M
  7. 7
    Seed 1.6
    ByteDance Seed
    284.16
    71.0 / $0.25/M
  8. 8
    Gemini 1.5 Flash
    Google
    266.00
    19.9 / $0.08/M
  9. 9
    GPT-4o mini
    OpenAI
    193.07
    29.0 / $0.15/M
  10. 10
    GPT-5.1
    OpenAI
    160.00
    100.0 / $0.63/M
  11. 11
    Gemini 2.5 Pro
    Google
    134.64
    84.2 / $0.63/M
  12. 12
    o4-mini
    OpenAI
    81.47
    89.6 / $1.10/M
  13. 13
    o3-mini
    OpenAI
    72.53
    79.8 / $1.10/M
  14. 14
    GPT-5
    OpenAI
    55.96
    70.0 / $1.25/M
  15. 15
    Qwen2.5 VL 72B Instruct
    Alibaba (Qwen)
    53.62
    42.9 / $0.80/M
  16. 16
    o3
    OpenAI
    46.59
    93.2 / $2.00/M
  17. 17
    Gemini 1.5 Pro
    Google
    37.38
    46.7 / $1.25/M
  18. 18
    Grok 3
    xAI
    26.59
    79.8 / $3.00/M
  19. 19
    Claude Sonnet 4.5
    Anthropic
    26.41
    79.2 / $3.00/M
  20. 20
    Claude 3.7 Sonnet
    Anthropic
    23.86
    71.6 / $3.00/M
  21. 21
    Grok 2
    xAI
    23.64
    47.3 / $2.00/M
  22. 22
    Claude Sonnet 4
    Anthropic
    23.32
    70.0 / $3.00/M
  23. 23
    GPT-4o
    OpenAI
    22.18
    55.5 / $2.50/M
  24. 24
    Nova Premier 1.0
    Amazon
    20.98
    52.5 / $2.50/M
  25. 25
    o1-mini
    OpenAI
    20.22
    60.7 / $3.00/M
Open full leaderboard

AI Model Analyzer does not recommend specific vendors; rankings are derived from public data only.