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Sonor

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

Sonor — Demo video

Most small businesses in Mongolia sell through Facebook Messenger, and owners answer the same questions about price, stock and payment by hand, often late at night. Sonor is an AI sales agent on Muse Spark that answers customers in Mongolian, whether they write in Cyrillic or Latin letters. It recognizes products from customer photos, looks up live catalog data through tool calls, drafts orders from server-side prices, sends a payment link and alerts the owner. When it doesn't know something, it hands the chat to the owner instead of guessing. Every price in a reply is checked against tool results before sending, and tenants are isolated at the data layer. Everything in the repo was built during the hackathon. Sonor also includes a PlatformConnector for my existing production platform, which already runs a web chatbot for travel, ticketing and education businesses in Mongolia. It connects through an HTTP integration API and is tested against a mocked API; connecting live businesses on the platform is the next step.

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