Bitter End-тай төстэй сүрчиг

Fragrances with the closest accord profile to Bitter End by Roads: Les Exclusifs de Chanel Sycomore by Chanel; Five O'Clock Au Gingembre by Serge Lutens; Lyric Woman by Amouage. 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.

Bitter End's opening signature comes from Grass, Fern, Mint. Similar perfumes usually carry at least 2 of these same top notes alongside matching heart accords.