A wine recommender that learns your vocabulary
Sign in, label five-ish wines you've tried in your own words, and WineTone will fit a projection that calibrates the whole catalog to how you talk about wine. Ask for recommendations in plain English and watch the results shift.
No sign-in needed for: Ask in your own words · Search the public corpus of tasting notes
How it works
- Sign in with email, Google, or GitHub. Your labels live under your real (Clerk-managed) account, so usernames are unique and only you can edit your own profile.
- Label 5+ wines you've tried — search the catalog by producer, region, or grape, then describe each in whatever words make sense to you.
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WineTone fits a personal projection from your
vocabulary into the catalog's embedding space. Running on
PyTorch CPU. ~milliseconds to fit. - Ask for a wine in your own words. The same query that returns generic results before calibration shifts to wines that match your meaning of the words after.