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Best Observability & Guardrails AI Tools

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

  1. 1Google Vertex AI Safety Filters41
  2. 2Azure AI Content Safety37
  3. 3Hive Moderation37
  4. 4Hive Graphene Vision37
  5. 5Hive Audio Moderation37
  6. 6Google Content API for Shopping37
  7. 7Hive Video Moderation37
  8. 8Hive Moderation Guard37
  9. 9ActiveFence LIVE36
  10. 10ActiveFence Moderation Ops36
  11. 11ActiveFence Trust & Safety Intelligence36
  12. 12CrowdStrike Content Shield34
  13. 13Checkstep Moderation QA34
  14. 14WebPurify Image & Video Moderation33
  15. 15Datadog LLM Observability32
  16. 16WhyLabs30
  17. 17Honeycomb LLM Observability30
  18. 18PimEyes Moderation API30
  19. 19Sightengine Moderation API30
  20. 20Helicone29
  21. 21ActiveFence AI Guardrails28
  22. 22ActiveFence Content Moderation28
  23. 23PromptArmor Safety Mesh28
  24. 24AWS Rekognition Content Moderation26
  25. 25Moderation API by Scale26
  26. 26Google Vertex AI Safety Filters26
  27. 27Two Hat Community Sift26
  28. 28Azure AI Content Safety23
  29. 29Spectrum Labs Guardian AI23
  30. 30Spectrum Labs Harmonize23
  31. 31Spectrum Labs Real-Time23
  32. 32Spectrum Labs Post-Moderation QA23
  33. 33Honeycomb LLM Observability22
  34. 34Spice.ai Cost Guard22
  35. 35WhyLabs AI Observatory22
  36. 36Protecto AI Policy Firewall22
  37. 37Baseten Traces20
  38. 38SentiOne Guard19
  39. 39Mindgard AI Firewall19
  40. 40Modulate ToxMod17

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

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