Barvis-X1 Vision enters closed pilot across independent venues in Bengaluru
The first cohort runs the full loop — pour detection, POS reconciliation, weekly variance reporting — with venue operators reviewing every figure before it is acted on.
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News
Notes from the build
Product announcements and engineering notes. We write about what the model can and cannot do, because that is the part most computer-vision companies leave out.
Why Barvis reports in pegs and not in millilitres
A note on honest precision: what a camera over a pour zone can genuinely resolve, why we publish a confidence band, and why we reconcile over windows instead of per drink.
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Edge-first architecture and what the DPDP Act asks of us
Raw video never leaves the venue. A walk through the Barvis Edge Node, the event-only egress model, and the decision not to build facial identification at all.
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Reconciliation Engine v2: the POS becomes one writer among many
Inventory systems, distributor invoices and manual stock counts now write into the same ledger through the same interface as the point-of-sale.
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Founding note: making the physical world countable
Why we started with the bar counter — the highest-frequency, lowest-visibility ledger gap we could find — and where the same approach leads next.
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