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Best practices · May 28, 2026 · 5 min read

Review gates are where quality enters the loop

AI-assisted work becomes easier to trust when the moments that need human judgment are built into the workflow.

On this page
  1. A gate is not bureaucracy
  2. Use gates sparingly
  3. Make the evidence visible
  4. Let gates improve the playbook
  5. The takeaway

01A gate is not bureaucracy

A gate is the point where the work waits for a person because a judgment call matters.

02Use gates sparingly

Not every step needs approval. The right gate sits where a wrong answer would create downstream cost or confusion.

03Make the evidence visible

A reviewer should see the source context, decision criteria, and current version without reconstructing the work from chat history.

04Let gates improve the playbook

When a reviewer catches a gap, the fix should become a proposed version change, not another private note.

The takeaway

Constraint is most useful when recurring AI-assisted work needs shared shape: a playbook, a review gate, a review record, and versions over time.

Ready when you are, start with one workflow.

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AI-assisted workflowsPlaybooksReview gatesVersions

Constraint is the shared playbook and version control layer that sits beside your AI, designed for teams using Claude, Codex, and other AI agents. The expert Bank is seeded with method distilled from 1,100+ operators, via Firneo.