AI UGC Concept Sprint
Exploratory concept only — nothing published, no brands involved.
Objective
Test whether synthetic UGC can avoid the uncanny sameness that gives it away.
Process
Built a variation matrix over framing, pacing, room tone and script rhythm, produced 24 outputs, reviewed them as a contact sheet rather than individually.
Prompt
Thirty-second product testimonial, handheld, kitchen daylight, natural speech rhythm.
Result
Individually convincing, collectively obvious. Sameness lives in cadence, not in faces.
Learning
Score outputs in aggregate before shipping any of them; treat cadence as the primary variable.