Every dispensary menu is a data point. Most brands treat them as static pages — something a customer scrolls through before placing an order. We treat them as something else entirely: a living signal of competitive position, pricing strategy, and distribution health.
When you scrape 10,000+ menus every day, patterns emerge that no individual observation could reveal:
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Pricing clusters — brands that price identically across dozens of stores, suggesting centralized pricing control. Brands that don’t, suggesting retail discretion (or chaos).
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Distribution velocity — the rate at which a brand appears on new menus. A brand gaining 15 doors per week in Oregon tells a different story than one gaining 2.
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Ghost products — items that appear on a menu for exactly one scrape cycle and then vanish. Phantom inventory? Data entry error? Either way, it creates noise that needs filtering.
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Promo clustering — stores that run simultaneous promotions on competing brands, suggesting manufacturer-funded promotional calendars rather than retailer-driven discounting.
These aren’t insights you get from a quarterly report. They’re daily signals that compound over time into a clear picture of market dynamics.
This is what Cryptogrammic does. We read every menu, every day, and surface the patterns that matter to your business.
More to come in future posts, where we’ll share anonymized market data, methodology notes, and the occasional deep dive into the weird things we find buried in dispensary menu data.
The signals are already there. We just make them visible.