Skip to content

Value ranking

Best value on Aider Polyglot

As of October 25, 2026, the best value on Aider Polyglot is Qwen3 235B, at 737.22 normalized points per dollar of input price ($0.09 per million tokens, score 66.3).

Real-world refactoring and bug-fix tasks across multiple programming languages, scored by whether the model produces a passing patch in Aider's edit format. Tests practical coding ability beyond single-file generation; harder than HumanEval and not yet saturated.

“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
    Qwen3 235B
    Alibaba (Qwen)
    737.22
    66.3 / $0.09/M
  2. 2
    Qwen3 32B
    Alibaba (Qwen)
    539.13
    43.1 / $0.08/M
  3. 3
    Gemini 2.5 Flash
    Google
    406.80
    61.0 / $0.15/M
  4. 4
    gpt-oss-120b
    OpenAI
    301.73
    45.3 / $0.15/M
  5. 5
    DeepSeek V3 (Thinking)
    DeepSeek
    288.45
    83.7 / $0.29/M
  6. 6
    DeepSeek V3
    DeepSeek
    272.10
    78.9 / $0.29/M
  7. 7
    Gemini 2.0 Flash
    Google
    220.40
    22.0 / $0.10/M
  8. 8
    DeepSeek R1
    DeepSeek
    167.30
    83.7 / $0.50/M
  9. 9
    Gemini 2.5 Pro
    Google
    150.70
    94.2 / $0.63/M
  10. 10
    Kimi K2
    Moonshot (Kimi)
    115.37
    65.8 / $0.57/M
  11. 11
    GPT-4.1 Mini
    OpenAI
    85.30
    34.1 / $0.40/M
  12. 12
    GPT-5
    OpenAI
    80.00
    100.0 / $1.25/M
  13. 13
    Llama 4 Maverick
    Meta
    75.84
    14.2 / $0.19/M
  14. 14
    o4-mini
    OpenAI
    73.67
    81.0 / $1.10/M
  15. 15
    GPT-4.1 Nano
    OpenAI
    62.80
    6.3 / $0.10/M
  16. 16
    o3-mini
    OpenAI
    61.18
    67.3 / $1.10/M
  17. 17
    o3
    OpenAI
    46.03
    92.1 / $2.00/M
  18. 18
    GPT-5.4
    OpenAI
    39.14
    48.9 / $1.25/M
  19. 19
    Claude 3.5 Haiku
    Anthropic
    36.14
    28.9 / $0.80/M
  20. 20
    GPT-4.1
    OpenAI
    28.91
    57.8 / $2.00/M
  21. 21
    Claude 3.7 Sonnet
    Anthropic
    24.21
    72.6 / $3.00/M
  22. 22
    Claude Sonnet 4
    Anthropic
    22.79
    68.4 / $3.00/M
  23. 23
    Grok 3
    xAI
    19.63
    58.9 / $3.00/M
  24. 24
    Gemma 3 27B
    Google
    19.25
    1.5 / $0.08/M
  25. 25
    Claude 3.5 Sonnet
    Anthropic
    18.96
    56.9 / $3.00/M
Open full leaderboard

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