How to validate an AI product idea before you build it

AI made building cheap. That is the trap. You can have a working app by Sunday, and it can still be an app nobody wants. The mistake we see most is not bad code. It is picking an idea with no hook and no evidence, then spending weeks on it.

Start with the one-sentence hook

Can you explain your app in one sentence and make someone lean in?

Tomi uses his own app Impressions as the example. "AI voice agents that help you learn to talk to women" is a flat description. It is accurate and it is forgettable. Now try: practice an awkward first-date conversation before you are actually on the date. That is a situation you can picture. It is something you can show in a video, and it gives someone a reason to share.

The test is simple. Write the sentence. Say it to a stranger. Watch their face. If they ask a follow-up question, you have a hook. If they say "cool" and change the subject, rewrite it.

A hook is not the same as demand. It is the front door. You still need proof that people have the problem.

Validate with behavior, not compliments

Do not ask "Would you use an AI tool that does X?" People say yes to be polite. Ask these instead:

1. How do you handle this today? Ask them to show you.
2. When did you last run into it? Recent and specific beats general.
3. What have you tried or paid for? Current spend and workarounds are real signals.
4. What happens if you do nothing? This measures the cost of the pain.

Talk to 20 to 30 people who match the customer and keep going until the same problems and objections repeat. Ten good conversations with the right buyer beat a hundred survey answers from the wrong crowd.

Mine demand that already exists

You do not have to start from zero. Look for repeated complaints in places where your buyers talk: forums, reviews of competing products, comment sections, public posts. Note the exact words people use. Those words go straight into your headline and your hook.

AI helps here. Give an agent a pile of public comments and ask it to group them by problem and quote the strongest lines. Then read the quotes yourself.

Ask for a costly action

Talk is cheap, so look for a signal that costs something:

• A deposit or a pre-order.
• A paid pilot you run by hand before any software exists.
• A signed letter of intent from a business buyer.
• A meeting booked with someone senior.

A waitlist sign-up costs a visitor ten seconds. It tells you very little on its own. A manual, paid version of your service tells you a lot. AI can summarize a market and build a page, but it cannot confirm that customers want what you sell. Only customers can.

Check the content potential

If you plan to grow through content, add one more test. Can you show the product in a ten-second clip? Is there a moment someone would send to a friend? Tomi keeps asking himself whether an idea without viral potential is worth chasing. He is still working it out, and he is clear that boring products can sell. For the way he builds, through content, the hook matters. If that is you too, plan your launch video before you write the first line of code.

How we do it at SupaKid Studios

Before an idea gets agents and budget, we ask four things. Is there a one-sentence hook? Who has this problem, and can we reach them? What is the smallest thing we could sell by hand? Do we have an edge, such as a market we know? This mirrors how Tomi screens ideas in building an alternative to a funded startup, where buildability and edge come first.

Once an idea passes, building is the easy part. Our agents can write, test and ship the app. But we would rather you spend a week on conversations than a month on a product that never gets a buyer. If you want a partner for the screening step, our coaching covers it.

What goes wrong

• Friends and family feedback. They are kind. Ask strangers who have the problem.
• Pitching instead of listening. Spend most of the call asking.
• Counting sign-ups as demand. Count payments and commitments.
• Falling in love with the build. Fast tools make this easier. Set a rule: no code until you have three buyers who showed a costly signal. See also why vibe coded apps never launch.

Next step

If you have an idea and want a straight answer on whether it is ready to build, book a 30-minute call with SupaKid Studios. Bring your one-sentence hook and your best evidence so far.