What is an approval queue?
The one place every AI-proposed action waits, instead of a scattered set of confirm buttons.
Approval queue — An approval queue is a single list of actions proposed by automated agents that wait for a person to approve, edit or reject them before execution. Its purpose is to make every pending AI action visible in one place with its evidence and cost.
Why it matters
An approval queue is what makes human-in-the-loop practical at volume. If an agent can draft twenty follow-up emails before lunch, a person needs one place to see all twenty, not twenty separate pop-ups scattered across the app. The queue is that one place: every pending action, the evidence behind it, and what it will cost if approved.
For a sales team, this turns "review the AI's work" into a five-minute daily habit rather than an open-ended chore. For an agency, a queue per client instance keeps one client's pending actions from ever mixing with another's. The queue only works if someone is actually clearing it. An approval queue with no named owner backs up, and once it backs up, people start approving in bulk without reading, which defeats the point. In SalesCrew, the approval queue groups items by agent and shows the artefact, the evidence and the cost for each one.
An item's life in the queue
- 1
An agent drafts an action
A reply, a stage change, an outreach message: written but not executed.
- 2
It enters the queue
The item appears with its evidence: the thread, the score, the source it drew from.
- 3
A person reviews it
They read the draft and the reasoning behind it, not only the headline.
- 4
They approve, edit or reject
Approval and edit-then-approve both send it forward; rejection can feed the next attempt.
- 5
The action executes and logs
It runs, and the decision, who approved what and when, is written to the audit trail.
The mistake to watch for
Questions
- How is an approval queue different from an audit log?
- An approval queue holds actions that have not happened yet and are waiting for a decision. An audit log records actions that already happened, including what was approved, edited or rejected. The queue feeds the log; the log does not feed back into the queue.
- What kinds of actions typically sit in an approval queue?
- Actions that are external, hard to undo or reputationally costly: sending an email or LinkedIn message, moving a deal to a new stage, creating a record from an inferred signal. Internal, reversible work like tagging or summarizing usually skips the queue and runs automatically.
- Can approved items in the queue be edited before they go out?
- Yes, in a well-built queue. Edit-then-approve is a distinct action from plain approval: the person changes the draft first, then the corrected version is what executes and gets logged.