Synthesizing Patterns Across Hundreds of UX Sessions
Soren Amadi
Moderated testing reveals why users struggle; unmoderated shows how many do.
Catching usability problems in design costs hours; catching them after launch costs weeks and churn.
AI-moderated research and synthetic panels compress global testing into a launch timeline.
Research between releases prevents decisions from defaulting to guesswork.
Traditional recruitment was built for episodic studies, not continuous team-speed research.
Continuous research catches ICP drift before revenue signals do.
Firmographics travel; buying process, trigger events, and budget cycles don't.