A pen and a paper doesn't make you any money. I have tons of ideas. Doesn't mean jack though.

In medical AI, you really need datasets. Of the most expensive kind, and lots of it.

Getting trusted access to medical datasets is a huge issue, and so is getting clinicians to use the systems you've produced. Both of these problems are usually fixed with large amounts of funding.