A skincare tool that became a study in who gets left out of AI systems.
- Problem
- Vision models trained on narrow datasets quietly fail the people those datasets underrepresent — and the failure is invisible until you look for it.
- Outcome
- Reframed a product as a research question and surfaced concrete gaps in dataset coverage and model behavior across skin tones.
Discussion