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Best Serving AI Tools

36 serving tools, ranked by Stork's defensibility score — a human-reviewed verdict on which ones hold up as agents commoditize the rest.

  1. 1Google Vertex AI48
  2. 2Modal Serverless GPU45
  3. 3Modal39
  4. 4Baseten GPU Serving38
  5. 5Portkey AI Gateway35
  6. 6NVIDIA TensorRT Cloud32
  7. 7KoboldAI31
  8. 8Run:ai Inference29
  9. 9SageMaker Large Model Inference29
  10. 10Vertex AI Triton29
  11. 11Text-Generation WebUI23
  12. 12SGLang Prefill Server23
  13. 13LongLLMLingua23
  14. 14Cerebrium vLLM Deployments23
  15. 15NVIDIA Triton Inference Server20
  16. 16Banana.dev18
  17. 17Anyscale Endpoints18
  18. 18Helicone LLM Gateway17
  19. 19SambaNova Inference Cloud17
  20. 20TensorRT-LLM16
  21. 21Replicate Stream14
  22. 22Cerebras Batch Inference14
  23. 23CoreWeave14
  24. 24OpenAI GPT Router13
  25. 25TensorRT-LLM12
  26. 26PromptLayer Token Optimizer11
  27. 27AWS SageMaker Triton11
  28. 28OctoAI Inference10
  29. 29Loft Inference Router8
  30. 30Azure ML Triton Endpoints8
  31. 31LlamaIndex Context Window Whisperer7
  32. 32vLLM Runtime7
  33. 33vLLM Open Runtime7
  34. 34Lightning AI Text Gen Server7
  35. 35OpenAI Token Compression5
  36. 36Hugging Face Text Generation Inference5

Ranked by the Stork score — human-reviewed, recomputed as model capabilities ship.

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