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Value ranking

Best value on API Success Rate

As of October 25, 2026, the best value on API Success Rate is Qwen3.7 Flash, at 3333.33 normalized points per dollar of input price ($0.03 per million tokens, score 100.0).

Share of nightly probe requests over the last 14 days that streamed a complete answer without an error, timeout or empty response. Needs at least five attempts before a figure is shown.

“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
    Qwen3.7 Flash
    Alibaba (Qwen)
    3333.33
    100.0 / $0.03/M
  2. 2
    DeepSeek V4.1 Flash
    DeepSeek
    2855.00
    57.1 / $0.02/M
  3. 3
    DeepSeek V4 Flash 0731
    DeepSeek
    2106.64
    88.9 / $0.04/M
  4. 4
    GPT-6 Luna
    OpenAI
    2000.00
    100.0 / $0.05/M
  5. 5
    Nemotron 3.5 Lightning
    NVIDIA
    1428.57
    100.0 / $0.07/M
  6. 6
    Seed 1.6 Flash
    ByteDance Seed
    1333.33
    100.0 / $0.08/M
  7. 7
    Qwen3.5-Flash
    Alibaba (Qwen)
    1230.77
    80.0 / $0.07/M
  8. 8
    DeepSeek V4 Flash 0423
    DeepSeek
    1098.90
    100.0 / $0.09/M
  9. 9
    Gemini 2.5 Flash Lite
    Google
    1000.00
    50.0 / $0.05/M
  10. 10
    Gemma 3 12B
    Google
    1000.00
    50.0 / $0.05/M
  11. 11
    GPT-5.6 Luna Pro
    OpenAI
    1000.00
    100.0 / $0.10/M
  12. 12
    Qwen3.6 35B A3B
    Alibaba (Qwen)
    1000.00
    100.0 / $0.10/M
  13. 13
    Seed-2.0-Mini
    ByteDance Seed
    1000.00
    100.0 / $0.10/M
  14. 14
    GPT-6 Luna Pro
    OpenAI
    888.00
    44.4 / $0.05/M
  15. 15
    MiMo-V2.5
    Xiaomi (MiMo)
    840.34
    100.0 / $0.12/M
  16. 16
    GPT-5.6 Luna
    OpenAI
    833.00
    83.3 / $0.10/M
  17. 17
    Hy3
    Tencent (Hunyuan)
    757.58
    100.0 / $0.13/M
  18. 18
    Qwen3 Coder 30B A3B Instruct
    Alibaba (Qwen)
    714.29
    50.0 / $0.07/M
  19. 19
    MiMo-V2.6-Flash
    Xiaomi (MiMo)
    714.29
    100.0 / $0.14/M
  20. 20
    GLM 5.3 Flash
    Zhipu AI (GLM)
    666.67
    100.0 / $0.15/M
  21. 21
    Qwen3.8 Omni Flash
    Alibaba (Qwen)
    666.67
    100.0 / $0.15/M
  22. 22
    Nemotron 3.5 Super VL
    NVIDIA
    666.67
    100.0 / $0.15/M
  23. 23
    Qwen3 32B
    Alibaba (Qwen)
    625.00
    50.0 / $0.08/M
  24. 24
    Qwen3.5-35B-A3B
    Alibaba (Qwen)
    615.38
    100.0 / $0.16/M
  25. 25
    Qwen3.5-9B
    Alibaba (Qwen)
    588.24
    100.0 / $0.17/M
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AI Model Analyzer does not recommend specific vendors; rankings are derived from public data only.