20 Review-First AI Automations

Start with one recurring job that has a clear input and output. Let AI prepare the work, then keep a person in charge of every send, publication, payment, deletion, or change to customer data.

What this helps you do

Choose a first automation with a small failure cost and define the human checkpoint before any tool is connected.

Before you start

Write down the source, expected output, schedule, owner, approval step, and what the automation must never do. Use test data first.

Terms to know

• Trigger: the event that starts the workflow.
• Draft action: work AI prepares but does not send or publish.
• Approval gate: the point where a person checks and accepts the result.

Step-by-step

1. Pick one job: inbox triage, meeting briefs, downloads review, Monday brief, receipt extraction, work log, social drafts, Slack summaries, meeting research, newsletter draft, voice-note tasks, transcript actions, feedback themes, support tags, sales follow-ups, proposal drafts, document comparison, spreadsheet cleanup, metric summaries, or FAQ drafts.
2. Define one allowed input and one expected output.
3. Add the human approval gate.
4. Run five examples with test data and record every correction.
5. Expand access only after the results are stable.

Copy this

AUTOMATION BRIEF
Job: [ONE REPEATED TASK]
Trigger: [WHAT STARTS IT]
Allowed sources: [FILES OR APPS]
Output: [DRAFT, LABELS, TABLE, OR SUMMARY]
Human approval: [WHO CHECKS IT AND WHERE]
Never do automatically: send, publish, pay, delete, change permissions, or edit
customer records.
Stop and ask when: the source is missing, instructions conflict, or confidence is low.

Things to know

Email, calendar, file, and customer-system permissions can expose far more than one task needs. Use the narrowest account and scope available. Keep an audit trail and a way to turn the workflow off.

If something goes wrong

If outputs vary, narrow the input and required format. If the tool takes an action without review, disable the trigger and change the action to draft-only before testing again.

Final check

You pass when five test runs produce the right format and no consequential action happens without the named reviewer.