Hesitation pauses
Unusually long dwell before a primary action—often unclear labels, competing CTAs, or missing reassurance. We separate careful reading from stuck moments using intent signals.
A shared vocabulary for the moments interfaces slow people down. Use it to brief stakeholders—or start a detection audit with language everyone already understands.
Unusually long dwell before a primary action—often unclear labels, competing CTAs, or missing reassurance. We separate careful reading from stuck moments using intent signals.
Rapid repeated taps or clicks on non-responsive or overlapping targets. We require absolute counts beside rates so thin samples do not drive redesigns.
Flows that strand people without a clear next step—empty states, blocked permissions, or forms that fail silently. We map exits against intended recovery paths.
Validation or system messages that send people back into the same failing step. We track retry depth and which fields or states keep regenerating friction.
We lock definitions for hesitation, rage interaction, dead ends, and error loops so product, design, and analytics share one taxonomy.
Signal rates arrive with absolute counts, sample-size notes, and device slices only when the data can support them.
Not every noisy screen is a defect. We weigh reach, severity, and confidence before recommending design or engineering work.
You leave with prioritized hypotheses, measurement plans, and clear owners—not a slide deck that dies in email.
Browse engagements or tell us which flows feel sticky—we will suggest a workshop, audit, or retainer that fits.