AI Agent
Learn from feedback: teach agents with your edits
When someone heavily rewrites or deletes a draft an agent made, Reaudit keeps it with a suggested rule. Say why once, save it as a brand rule, banned phrase or approved claim, and agents follow it from then on.
Agents get better when they know why you changed their work. This feature notices those moments and turns them into rules. It is off by default: turn it on in Project settings → Agent features → Learn from feedback.
What it notices
- Heavy edits: someone changes at least 35% of an agent’s draft (choose 20%, 35%, 50% or 70%). Typo fixes and small tweaks are ignored, and the change is always measured against the agent’s original, not the previous save.
- Deletions: someone deletes an agent’s draft instead of publishing it.
- Where: articles and landing pages published from Content Studio, social posts edited or deleted in Broadcast, and anything edited by hand in the desktop app’s Studio panel.
- Only drafts an agent made count. Your own drafts are never collected.
Turn it into a rule
- 1Open Project settings → Agent features; items appear under Feedback to learn from.
- 2Compare The agent wrote with You kept. An AI suggests a rule from the change, for example “Avoid hype, exclamation marks and unverifiable claims”.
- 3Optionally say why, adjust the rule, and choose how to save it: a brand rule (guidance agents follow), a banned phrase (added as a warning, so it never blocks by surprise) or an approved claim.
- 4Press Save lesson, or Dismiss if there is nothing to learn.
Agents ask too: when they start writing for the project they look for open feedback, ask you in one line why you changed it, and save your answer. They are told never to guess your reason.
Who can save
Anyone on the project can dismiss an item. Saving changes the guardrails, so it needs a project owner or admin; when an agent saves your answer, the project’s “What agents may change” setting applies (adding an approved claim counts as loosening the rules).
The suggestion is a small AI call counted in the project’s AI usage, made at most once every 10 minutes per draft. See also [Brand rules](/dashboard/help?article=brand-rules).