Clear reasons.
No magic percentages.

The favorite-fragrance preview matches overlapping leading accords within the prototype catalog. Guided discovery uses explicit note choices. Neither method is a validated predictor of personal preference, and no recommendation is influenced by a retailer payment in this prototype.