Test the AI idea before you build it

THE OUTCOME

What you’ll accomplish

Turn the idea into one task for one type of user. Create a reviewed example with existing tools, record the work it takes, and ask someone who does the task to evaluate it. Use the gaps to choose your next experiment.

Key takeaways

• Describe one task and the criteria for a useful result.
• Track preparation, generation, review, and corrections in the prototype.
• Ask a potential user to judge the result against their actual work.

“An AI tool for creators” is a direction. To test it, get specific: which creator, which task, and what result would help them take the next step?

You can investigate those questions before building an app.

Make the promise small enough to inspect

Try this illustrative assignment: help a newsletter writer turn three source notes into an outline they can review.

Define a useful outline before making one:

• One clear reader question.
• Sections that answer that question.
• Source references beside factual claims.
• Gaps marked for follow-up.

Now you have criteria for the first prototype.

Do the work manually

Use an existing tool and a written checklist to create an example. Keep the input and record the time spent preparing, generating, reviewing, and correcting the result. Count the failed attempts too.

Review the outline yourself before showing it to anyone. Use material you own or have permission to share.

Put the result in front of a potential user

Ask someone who already does the task to compare the example with their current process. Useful questions include:

• Which section would you keep?
• What would you have to rewrite?
• What information is missing?
• Where would this fit into your next assignment?
• What would stop you from using it?

A friendly response is a starting point. Look for a specific use, a specific obstacle, and a reason to run another test.

Let the next attempt answer one question

If the outline needs too much cleanup, narrow the task. If missing context causes the problem, improve the brief. If the result is useful in one case, try different inputs with permission before drawing a broader conclusion.

Your next move: Write the promise in one sentence. Create one reviewed example. Find someone whose real work can tell you where it falls short.