AI-drafted documentation solves the writing problem, not the trust problem. A model can produce a plausible-sounding article update in seconds; whether that update is actually correct is a separate question, and it is the one that matters most for anything customers read.
A review inbox is the answer teams converge on: every AI-generated draft lands in one queue, pending, until a person looks at it.
Direct answer
A review inbox is a queue where AI-drafted help article updates land as pending items, each showing what changed and why, so a human can approve, edit, or dismiss before anything goes live. It exists because drafting speed and publishing trust are different problems: automation should remove the writing effort, not the final judgment call. DocsKoala uses a Review Inbox as the single checkpoint between a drafted PR-triggered update and a published article.
What a draft in the inbox looks like
- The proposed change: typically a side-by-side or diff view against the current live article, not just the new text in isolation.
- The source: which merged PR or change triggered the draft, so the reviewer can trace the claim back to the actual code change.
- Three actions: approve as-is, edit then approve, or dismiss.
Why not just auto-publish everything
A diff tells you what changed in the code. It does not always tell you the full customer-facing story, whether the wording matches your product's voice, or whether this is the right week to change a billing article. Those are judgment calls, and a review inbox is where they get made without slowing down the drafting itself.
The tradeoff is deliberate: drafting is fully automatic, publishing is one click. That keeps the speed benefit of automation while keeping a human accountable for what customers actually see.
Keeping the queue from becoming a chore
A review inbox only works if reviewing is fast. Grounding drafts in the real diff, keeping the diff view clear, and only surfacing changes that were classified as customer-facing in the first place is what keeps a queue at a few items a day instead of a backlog nobody clears.
Frequently asked questions
Does a review inbox slow down publishing?
It adds one click, not a bottleneck. The drafting and detection work, which is the slow part when done manually, happens automatically; a human only spends time on the judgment call of approving.
What happens to a dismissed draft?
It simply does not publish. Dismissing costs nothing and does not block future drafts on that article; the next relevant change will generate a fresh draft.
Can I edit a draft before approving it?
Yes. Editing before approval is how voice, accuracy, and context a diff cannot carry get folded in, without going back to writing from scratch.
Conclusion
- A review inbox is the checkpoint between AI drafting speed and publishing trust.
- Every draft is traceable to the change that triggered it.
- Nothing publishes without a human approving it.
- See how DocsKoala works, or check pricing to try the full loop.