Perfumes Similar to Vanille Ambre

Fragrances with the closest accord profile to Vanille Ambre by Comptoir Sud Pacifique: By the Fireplace by Maison Martin Margiela; Un Bois Vanille by Serge Lutens; Shalimar Eau de Parfum by Guerlain. 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.