I help founders validate ideas and ship real products.

AI tools make it fast to build something that works. They do not tell you whether the idea holds up, what to do about hosting and data, or what real users will trip over the first time they try it.

I work with non-developer founders to pressure-test the idea, turn an AI-built prototype into a product real users can rely on, or both. Pick the path that fits where you are.

Is this for you?

If you are a founder without a development background and you have an idea or something built with AI tools, this is for you. You have something that works, or something you think could work. You are not sure what you are missing, who to ask, or whether it is ready for real users.

You are in the right place if:

• It works. But only in your browser.

  You have tested it yourself and it looks fine. You have no idea what happens when a real person, on a different device, with different expectations, tries to use it.

• You cannot debug it yourself.

  The AI helped you build it. But when something goes wrong, you are back to asking the AI and hoping. You do not have the skills to diagnose it on your own.

• You do not know what you are missing.

  You have never shipped a product before. You do not know if you need a privacy policy, what happens to your users' data, or what breaks when two people use it at once.

• You want real users, not just demos.

  You have shown it to friends and it went well. You are not sure it is ready for strangers, or for people who are not already rooting for you.

• You keep building instead of shipping.

  Every time you get close, you spot something else to fix. You do not have a way to decide when done enough actually is.

• You do not know who to ask.

  Developers can tell you about the code. You need someone who can tell you whether the product is ready for real people, and what to do if it is not.

How it works

Same starting point either way. We look at what you have, then pick the path that fits.