Product Teams

Search for “AI-powered app development” and the internet will try to sell you software before it helps you make a decision. You get app-builder roundups. Low-code product pages. Vendor directories. A lot of “build your app in hours” energy. Very little about what happens after the demo works, leadership gets excited, and the product has to survive contact with real users, real data, and real change requests. That is the actual buying problem. ...

A product team of five is spending somewhere between 12 and 20 hours a week on feedback synthesis, spec drafting, and sprint reporting. At $120,000 to $150,000 loaded annual cost per product manager, that is between $37,000 and $65,000 per year in senior capacity going to work with no judgment requirement. This is a solvable problem. Most teams do not solve it because the standard advice, try Dovetail, use Notion AI, breaks down as soon as your feedback lives across multiple systems or your PRD process depends on internal technical context. The real question is not which AI tool to test. It is whether the integration gap between your data and those tools justifies a custom build. ...