Operations
How to Find Automation Opportunities With AI
The best automations remove repeated decisions, not just repeated clicks. This guide helps operators get to a prioritized automation backlog.
AI tools are most useful when they are attached to a specific job. For operators, the goal is not to add another shiny tool to the stack. The goal is to create a repeatable workflow that produces a better decision, draft, prototype, analysis, or handoff.
The best automations remove repeated decisions, not just repeated clicks.
In practice, that means using ChatGPT as part of a bounded process. Give the tool enough context to be useful, keep the output connected to real work, and make the human review step explicit.
The Workflow
Use this as a simple starting point. The exact details can change, but the sequence keeps the work focused.
List recurring tasks
Estimate frequency
Find handoff pain
Start with low-risk workflows
What Good Looks Like
The output should make the next step easier. If the workflow ends with more ambiguity, more tabs, or a longer list of unresolved ideas, it is not doing its job.
A strong result gives you a prioritized automation backlog. It should also leave a trail: what information went in, what assumptions were made, and what still needs human judgment.
Common Mistakes
Automating broken processes
Ignoring exceptions
Bottom line
Keep the human edit in the loop.
Start small, make the workflow observable, and keep responsibility with the person doing the work. AI should reduce friction, but it should not remove taste, judgment, or accountability.
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