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Operations · 6 min read

Human-in-the-loop AI: how approvals work

Human-in-the-loop means a person approves consequential AI actions before they happen. Done badly, it becomes a rubber stamp. Done well, it is fast, specific and leaves a record you can show a client.

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Decide what needs approval

Not everything needs a person. Reading public pages, drafting text and summarizing results are low-risk. Anything that leaves your organization, costs money or changes access is not.

  • Sending email or messages to real people.
  • Publishing content or reports clients will see.
  • Submitting forms or typing into websites.
  • Running code, spending money, or changing permissions.

Approve the exact content, not the intent

Approving 'send a follow-up to Jane' is not the same as approving the email that will be sent. Good systems show the exact subject, body and recipient, and if anyone edits the draft afterwards, the approval resets.

Make schedules safe by default

Recurring work is where unattended mistakes compound. Scheduled runs should have a budget, pause after repeated failures, and be unable to approve their own interactive steps or outbound messages.

Keep the evidence

Every approved action should leave a record of who approved what, when, and what happened next. Browser runs should keep their steps, URLs and screenshots. That record is what turns 'the AI did it' into accountable work.

How Versabot applies this

In Versabot, outgoing email, review requests, interactive browser runs and code runs wait for exact-content approval, editing resets approval, scheduled runs cannot approve themselves, and reports stay drafts until a person publishes them.

Frequently asked questions

Doesn't approval slow everything down?

Only for actions that deserve it. Research, drafting and analysis run without interruption; the approval step is reserved for what leaves the building.

Published by the Versabot team.

Try an accountable AI agent on real client work.

Connect what you already use, ask for the work in plain language, and approve what leaves the building.

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