What it captures

  • Tracing captures user data for every interaction 2:01
  • Log complete sessions and get full transcripts 2:26
  • For complex systems (RAG, agents), also record intermediate steps — e.g. which database entries were retrieved and how long retrieval took 2:26

How LLM tracing differs from traditional tracing

  • Traditional tracing was almost purely technical (tracing server requests for later debugging) 2:26
  • With LLM apps, the contents of traces matter: user questions and model answers 2:42
  • Consequences 2:42:
    • product teams must be involved, not only engineers
    • you need a user-friendly way to browse traces

Privacy

  • When traces contain personal data, apply masking so sensitive data is not exposed during manual review 2:57