MCCM Wiki
Human review gate for AI outputs
A human review gate is a named person and checklist that must approve AI output before it leaves the team. Without it, speed rises and trust falls.
Why this matters now
Teams stall on human review gate for ai outputs when nobody owns the next step. Name the owner before you pick a tool.
Practical steps
1) Write the job in one sentence. 2) Baseline the current time or error rate. 3) Design a reviewed workflow. 4) Run a 6–10 week pilot. 5) Keep or kill based on the KPI.
Risks to avoid
Do not expand scope mid-pilot, skip human review, or paste personal data into unapproved tools.
Related MCCM work
Pair this page with an AI audit, a clear pilot KPI, and GDPR-safe prompt rules.
Done looks like
The owner can show the KPI trend and the review gate without opening a slide deck.