01
Why it is worth attention now
Observability is a key gap between an AI product demo and stable delivery.
02
How to validate first
Use the official self-hosted route, then define the calls, costs, and evaluation events that should be recorded.
03
Who it fits and how to deliver it
Development teams with an AI application that need to control quality and cost. A useful capability in AI delivery services for quality and cost governance.
04
Deep notes
- Do not wait for a production incident. Define trace fields during the MVP.
- Review answer quality, retrieval hits, and token cost in one operating table.
- Design a masking strategy before processing prompts and user input.