Proceedings of the 2026 ACM Designing Interactive Systems Conference (DIS 2026) https://doi.org/10.1145/3800645.3813014 https://arxiv.org/abs/2510.03559 Abstract UX professionals routinely conduct design reviews, yet privacy concerns are often overlooked, not only due to limited tools, but more fundamentally from low intrinsic motivation, driven by limited privacy knowledge, weak empathy for unexpectedly affected users, and low autonomy in identifying harms. We present Privac