Andrew Bell

About

I modernize the old internal systems that small Toronto firms have quietly outgrown, usually a decade-old database nobody wants to touch. The work is wrapping it in a clean API, adding an AI search layer so staff can ask plain-English questions instead of writing queries, then connecting it to whatever tools the team actually uses day to day. Done this for a logistics company near the port lands and a property manager with buildings across North York. I move carefully with legacy data and migrate in stages so nothing breaks mid-quarter. Mostly on-site downtown, since access to old servers usually matters.