Sub-Second Multi-Label Classification Across 7 Deceptive Design Taxonomies
Coercive tactics detected. Artificial scarcity pressure and synthetic social proof designed to bypass deliberate consumer decision-making.
Imposing artificial countdowns, low-stock warnings, or expiration threats to induce panic purchases.
Framing the opt-out or decline button with guilt-inducing, humiliating phrasing.
Trapping users into recurring subscription billings without transparent cancellation mechanisms.
Revealing unexpected service, booking, or handling surcharges right at the final step of checkout.
Displaying unverifiable testimonials or fabricated counts of concurrent viewers and recent buyers.
Using manipulative visual contrast to draw attention toward unfavorable options while hiding standard choices.