Somelye - AI wine recommender
A wine recommender that understands what you ask for, wired into a Shopify store.
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The idea
Selling wine from a catalogue assumes the customer knows what they want. Most don't. They know what they liked last time. The recommender starts there.
How it works
There is a tasting-profile quiz that places the customer, and an engine that mixes two things: the semantic side, to understand plain-language descriptions, and the structural side, which is the wine's own attributes. Search runs against Qdrant and the conversation is built with the Vercel AI SDK.
Where it lives
Integrated with the Shopify storefront, so a recommendation ends on a product the customer can buy without leaving the shop.
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