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Practical AI

Build an AI workflow that earns its place

A useful workflow starts with a repeatable job and a clear standard for the result.

By Ashley Kays · The Wealth Experiment

It is tempting to begin an AI workflow by choosing tools. Start one step earlier: what work keeps repeating, and what makes that work difficult? A workflow should improve something you can name—time, consistency, completeness, or the quality of a decision.

Choose one job with a finish line

A good practice project might be turning rough meeting notes into a reviewed action list or converting an approved interview into a content draft. The inputs are understandable, and a person can inspect the output.

A vague instruction like “handle my marketing” gives you no useful boundary. Break it into one job. Write down what arrives, what should leave, who reviews it, and what counts as a successful result.

Separate generation from judgment

AI can suggest a structure or produce a first draft. You still need to check whether names, dates, claims, and recommendations are supported. Build that review into the process instead of treating it as something you will remember later.

For an action-list workflow, require every task to have an owner or an explicit “owner not assigned” label. Ask the tool to distinguish a decision from a suggestion. Then compare the result with the original notes.

Try a second example

The first example often looks promising because you spent time helping it along. Run a second, different example through the same instructions. Does the structure hold up? Are important exceptions handled? Does it quietly invent missing information?

Record the edits you had to make. Those edits tell you what belongs in the instructions and what should stay with a human. Keep the manual version available while you learn.

Measure the whole process

Count setup, checking, corrections, and maintenance alongside generation time. Saving ten minutes of drafting is less useful if you spend twenty minutes repairing the output. A smaller, well-reviewed workflow may serve you better than a complicated chain of tools.

Document the input, instructions, review checklist, and final handoff. You now have a process you can teach, improve, or potentially package into a focused service.

Your next move

Choose one repeated task and run two non-sensitive examples through the same process. Record the time and corrections for each.

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