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

Livreo turns Facebook Live comments into paid orders, while the seller is still live. In Madagascar, thousands of women sell clothes on Facebook Live. Buyers comment "jp" (j'prends, "I'll take it"), dozens within seconds, in French and Malagasy. After the live, sellers spend hours finding who commented first, messaging each buyer by hand and checking Mobile Money screenshots one by one. Every manual step loses sales. Everything in this project was built during the hackathon (first commit Oct 29): the first clear "jp" wins the item and others queue in comment order; the winner gets a private reply on Messenger with the price, the shop's Mobile Money number and a deadline; Muse Spark reads her payment screenshot and flags mismatches; the seller confirms in one tap; unpaid items move to the next buyer automatically. Each seller connects her own Facebook Page. Details in the README under "Built during the hackathon".