AI Product Research Without Fooling Yourself
AI will validate any product idea you bring it. Here is how to run AI product research that tests demand honestly and ends in a price, not a persona.
5 articles
AI will validate any product idea you bring it. Here is how to run AI product research that tests demand honestly and ends in a price, not a persona.
How to run AI competitor analysis that produces decisions instead of feature grids, what AI can actually verify, and how to find a positioning gap.
The metrics that tell you whether an AI-assisted content operation works, the quality gates that make it publishable, and the vanity numbers to ignore.
Where AI belongs in a solo founder's support workflow and where it destroys trust, with a five-rung automation ladder and a reversibility test.
How to set up an AI operating assistant that stays accurate on a real codebase: the ledger files, precedence rules, session protocols, and gates.