Embedding with client teams to ship AI into production. Shipped a WhatsApp machine-maintenance ticketing bot that runs a factory's breakdown workflow and SiteOS, a WhatsApp-to-dashboard site-tracking platform for an architecture studio — both live in production. Discovery with real users, pilot in their stack, production rollout, handover.