AI agent observability map for regulated workflows

@MaryamMiradi posted a photo roundup of observability tools for agents in regulated work (medical, finance, legal, cyber): knowing which tool failed, why a step retried, and which hop blew the budget. Names include Langfuse, Phoenix, Opik, AgentOps, OpenLIT and Helicone. Useful as a shopping list, not a hands-on review.

Why it mattersIf an agent touches customer data or money, logging and trace IDs matter as much as the model. Pick one tracer before you scale seat count.

Curated by Sara Simeone as part of our human editorial coverage. The original sources are linked below; curation is distinct from a Hype or Fact? assessment.

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How we knowCompany figures are labelled as their own claims; anything we couldn't verify is labelled as a report or a claim.