See what happened. Prove what improved.
Connect observability first to trace production requests and understand quality, cost, and latency. Then use Tables to monitor results and run evaluations, with Prompt Registry keeping approved versions clear for engineers and reviewers.
Trace, evaluate, release
Compare changes against real examples before they reach users.
Core surfaces
A simple loop from signal to release.
Move from what happened to what should ship.
Start with the production record.
Capture requests, responses, metadata, cost, latency, and feedback in one timeline.
Turn examples into decisions.
Organize datasets, score experiments, and compare versions against real behavior.
Ship approved prompt versions.
Manage versions, labels, and release state so engineers and reviewers stay aligned.
Connect the loop end to end.
Trace multi-step systems and bring evaluation back into the release process.
Reference shortcuts
Go deeper when you need it.
Focused docs for implementation details, release controls, integrations, and updates.