Canonical Brand & Expression Data
How WhiskeyMate keeps brands and expressions accurate across the app
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<h2>What it is</h2>
<p>WhiskeyMate now maintains a <strong>canonical brand and expression</strong> data layer used by search, bottle entry suggestions, Brand Profiles, and Fitz.</p>
<h2>What you'll notice</h2>
<ul>
<li>More consistent brand names and expressions</li>
<li>Smarter suggestion chips while adding bottles</li>
<li>Richer Brand Profiles backed by structured data</li>
<li>Better Fitz grounding when talking about brands</li>
</ul>
<p>The catalog continues to grow daily — including thousands of tequila bottles and NOM support.</p>
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