How to test and validate AI prototypes with users
Purpose-built for this exact workflow, including prototypes from Figma Make, Lovable, Bolt, and Replit.
Open maze.co →Share the prototype link and watch five real people try to complete one task without your help; tools like Maze now test prototypes built in Figma Make, Lovable, Bolt, and Replit directly, and AI handles the busywork of writing test plans and summarizing sessions. Synthetic 'AI users' are useful for piloting your interview questions and cheap early passes, but the research consensus is clear: they replay what is already known and cannot surprise you, and the surprises are where the product insights live. Use AI to speed up research on real humans, not to replace them.
A quick orientation. The real value is below: resources worth your time, from people who've actually done it.
Purpose-built for this exact workflow, including prototypes from Figma Make, Lovable, Bolt, and Replit.
Open maze.co →The fastest way to get task-based usability data on a clickable prototype.
Open maze.co →A neutral overview of where AI genuinely speeds up usability testing.
Open figma.com →Turns 'send the link around' into a structured test with real findings in about an hour.
Open reforge.com →The foundational YC lesson on extracting truth from user conversations.
Open ycombinator.com →A research leader's founder-specific interview playbook, from Uber Eats and beyond.
Open review.firstround.com →Real human panels with AI synthesis, highlight reels, and fraud detection on top.
Open usertesting.com →Mobile-specific prototype testing tactics, useful for app founders.
Open usertesting.com →The most rigorous framework for when AI research participants are and are not legitimate.
Open nngroup.com →The leading tool for AI-simulated interviews; try it knowing its limits.
Open syntheticusers.com →Peer-reviewed-grade caution on what simulated users systematically miss.
Open interactions.acm.org →Quantitative comparisons of synthetic versus human responses across studies.
Open measuringu.com →The crispest articulation of the unknown-unknowns problem with AI feedback.
Open radicalproduct.com →A balanced practitioner summary if you only read one pros-and-cons piece.
Open medium.com →Head-to-head of the three main AI research platforms, including message testing.
Open genesysgrowth.com →A current tool landscape so you pick by need, not brand recall.
Open uxarmy.com →A researcher's hands-on trial of synthetic interviews with honest results.
Open carolinaguimaraeslima.medium.com →The evergreen craft of prototype testing: watch, don't instruct.
Open ixdf.org →A free field guide for running interviews that produce decisions, not just notes.
Open userinterviews.com →