Notes from the
intelligence gap.

Why beverage alcohol is rich in data and poor in real-time visibility — and what changes when the signals finally line up. Written by the people building BevGenie.

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AI & data

Why Generic AI Keeps Failing BevAlc

Confident, well-structured, vocabulary-correct answers that are wrong in ways that are hard to catch. Four structural reasons — and what works instead.

8 minShyam Jayakumar
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One market movement, explained. Not a roundup.

What we are seeing in the data, what caused it, and what we would do about it.

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