What perfumes are similar to Vanilla Factory?+
Fragrances with the closest accord profile to Vanilla Factory by Bibbi Paris: By the Fireplace by Maison Martin Margiela; Obsession by Calvin Klein; Angels' Share by By Kilian. Each is selected by cosine similarity on accord strengths and shared notes.
Why are these perfumes considered similar?+
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.
Which notes drive the Vanilla Factory profile?+
Vanilla Factory's opening signature comes from Pink Pepper, Nutmeg, Bergamot. Similar perfumes usually carry at least 2 of these same top notes alongside matching heart accords.
