Marc Lapointe

I build retrieval systems over private corpora and agent workflows that serve real users, in production. That is the work I do every day, and have for over seven years. Lapointe Labs is how I take a small number of outside engagements: one person, named, on the call and in the repo.

Companies fall behind on AI for ordinary reasons — ownership gaps, sequencing mistakes, and integration work that never became anyone’s job after the demo. The two-week AI Implementation Audit finds those reasons, puts numbers on them, and sequences the fixes.