For business
What it is
An expert checks, edits and approves the result before it goes out.
Why it matters
Accountability stays with people where it matters, and every edit teaches the system what “good” looks like.
Risk without it
Fully automatic output in regulated work is a liability, and without capturing edits the system never improves.
For engineers
How it works
A review screen shows the draft next to its cited sources; reviewers approve, edit or reject. Edits and ratings are stored as structured feedback and feed the evaluation sets and the knowledge base.
Typical stack
- review UI (React)
- audit log
- feedback store
- evaluation datasets
Pitfalls & trade-offs
- Keep sources one click away, or review becomes rubber-stamping.
- Track edit distance over time: it shows real quality.
- Route only uncertain cases to people as confidence grows.
In this example
In
→ report v1
Out
approved by adviser 2 edits · rated 5/5
Fictional sample · not a client system