Perfumes Similar to Sofia Isabel

Fragrances with the closest accord profile to Sofia Isabel by DefineMe: Love Don't Be Shy by By Kilian; Light Blue Dolce&Gabbana perfume by Dolce Gabbana; Valentino Donna Born In Roma by Valentino. Each is selected by cosine similarity on accord strengths and shared notes.

Similarity is computed from three signals: (1) cosine similarity between accord strength vectors, (2) Jaccard overlap on note sets across the pyramid, (3) a curated "often compared to" list from community mentions. The top matches blend all three.