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Munshi

Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

Munshi — Demo video

Munshi is a voice-first phone app for small Indian factories. I built it for my father-in-law. He runs a small pouch factory. Orders come on WhatsApp and on paper, there is no manager, and at his age it is hard to remember which order is due, which machine is free and who has paid. With Munshi, he shares a WhatsApp message or a Hindi voice note into the app, or he just talks to it. Munshi turns it into an order card, asks for what is missing ("Whose order is this?"), and reads it back. It saves only after he says "Yes". Then it plans the work on his own machines (cutting, then packing, with each machine's speed, shifts, holidays and default rates from Settings). When an order is urgent or a machine is off, it finds the smallest overtime that keeps every order on time and shows who would be late. It also keeps track of payments and dues, records a payment by voice, and writes WhatsApp reminders that he sends with one tap. The AI only proposes the alternatives. Code checks every number against the data before anything is saved, so the owner can trust what he sees.

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