Recommendation transparency

Recommendation Criteria

Product recommendations are generated from structured beauty-fit signals, including season profile, undertone alignment, finish preference, and style direction.

Recommendations in this app are beauty styling and informational guidance only. They are not medical advice.

Inputs we use

- Personal color season and undertone signals from analysis output.
- Style preferences and look-direction compatibility.
- Category-level product fit, including finish and use case.

How recommendations are shown

- Each card includes why we picked it, match reason, and product type.
- Fallback wording is used if source fields are missing.
- Claims are filtered through safe wording rules before display.