
Hours → minutes
Manufacturing, Cairo
Hours to minutes: a commercial offer generated from a WhatsApp message.
An Egyptian cable-tray manufacturer received quotation requests on WhatsApp at all hours and in free text — each one needed an engineer to read it, look up prices and build a spreadsheet. We built a system that understands the message, checks it against the live catalogue and returns a complete Excel offer in the same chat.






