Dark Pattern Detection & Analysis

Dark patterns are systematic attempts to push users into choices they would not make with full information. This module detects misdirection, guilt framing, artificial scarcity, hidden alternatives, and asymmetric choice architectures.

It evaluates both the short-term conversion gains and the long-term psychological, legal, and reputational risks. The goal is to make manipulation visible before it becomes liability.