The Trasio Blog

Notes from the back office.

Field-tested thinking on shift handoffs, inventory counts, shrink, and running a calmer c-store.

Why the corner store is the hardest place to get retail AI right

Retail vision was built for big brands and big budgets. The neighborhood gas station was never the buyer. Why edge AI cuts the cost — but trust, and the product data behind it, is now the real problem.

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Why Convenience Retail Still Can't See Their Shelves (And How Vision AI at the Edge Fixes It)

The POS tells you what should be on the shelf. For tobacco — the highest-value, most regulated category in the store — the expected number is not good enough. Here's how on-device vision AI closes the gap.

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Close shifts in 5 minutes. Verified. Documented. Done.

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