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20 Review-First AI Automations
Choose one repetitive task AI can prepare, sort, or draft while you keep approval over consequential actions.
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
- 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.
- Define one allowed input and one expected output.
- Add the human approval gate.
- Run five examples with test data and record every correction.
- Expand access only after the results are stable.
Five business workflow blueprints
- Bug fixer: a bug report creates a proposed plan. A person approves the plan, one agent writes a fix, another reviews it, and Slack delivers the pull request. A person tests the preview before merge.
- Customer support: an agent reads the customer's account and Stripe payment details, drafts a reply, and proposes a fix. A person approves any account or payment change in Slack and sends the final response.
- Meta ads: an agent sends a daily performance report, recommends changes, and may make bounded live changes under rules you define. Log each action and keep a way to pause it.
- Content distribution: approved content goes to a scheduling workflow such as Blotato. Count platform posts separately from unique creative pieces, especially when you cross-post.
- Trend research: an agent checks current posts and official releases, saves links and dates, and proposes timely video ideas. A person selects what to record.
Give each workflow one trigger, an allowed data source, an action boundary, and a way to inspect the result. For a live ad agent, the boundary is a documented rule rather than approval of every action.
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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.