How We Built Note Embeddings
Similar-fragrance search works because we turn every fragrance's scent pyramid into a vector — computed locally, from the notes themselves, not from marketing copy. Here's the actual pipeline.
Blog
Notes from the lab — fragrance reviews, layering technique, and the houses behind your favorite bottles.
Why We Don't Run Ads
A recommendation engine paid by advertisers works for advertisers. Ours is paid by you, so it can afford to tell you not to buy something. That is the entire business model, stated plainly.
Layering 101: A Practical Starter Guide
Layering is not magic — it's a small set of compatibility rules that mostly come down to base notes and projection. Here's where to start.
Inside the House of Amouage
Amouage's signature is dense, resinous, and uncompromising. We unpack the house's perfumery DNA and how it sits in the wider niche landscape.
Welcome to Fragrance Engine
A look at why we built Fragrance Engine — a shelf-first, explanation-first decision engine for the bottles you already own.