Why "Ask the Company" Beats "Ask Around"At a startup, knowledge lives everywhere and nowhere — a Slack thread here, a Notion doc there, a decision buried in an old email thread that only one person remembers. New hires spend their first few weeks just learning where things are, and even tenured employees waste hours pinging teammates for answers that already exist somewhere in the company's systems. This article walks through a lean, production-ready architecture for making your company's knowledge queryable through AI, scoped specifically for teams that don't have a platform engineering org to lean on. The goal isn't to build the most sophisticated system possible — it's to build the smallest system that reliably answers real questions, and grow it from there.