What we do
Industrial AI deployment that actually reaches operations.
American Lean AI operates as an independent industrial AI deployment firm. We deploy — forward-deployed engineers embedded on the plant floor — and we advise from that ground truth, never the other way around. Engagements are selectively chosen, personally led, and structured for executive-level relationships. We bring 25+ years of plant-floor experience to the question of how production AI actually reaches operations — not slide decks, not pilots, deployment.
Beyond the principal, American Lean AI operates through a curated network of 150+ senior industrial AI practitioners across the United States, Europe, and Latin America. The network includes operators with direct operational experience in major manufacturers — Volkswagen, Audi, Mercedes-Benz, Airbus, Nestlé, Bayer, and others. Engagements are matched to the right practitioners based on operational proximity, sector expertise, and case fit.
01
Forward-Deployed Engagements
Senior on-site engagements with manufacturers and their internal AI deployment teams. Direct involvement in architectural decisions, integration patterns, and the operational reality of AI inside SAP, MES, SCADA, and PLC environments.
02
Industrial Private Equity & JV Partnerships
Selective engagements with industrial private equity sponsors — as Senior Industry Advisor, Board Advisor, or deployment partner across PE-backed industrial portfolios where deep vertical capacity in manufacturing is the brief. Secondarily, American Lean AI acts as deployment partner for the industrial joint ventures of AI labs, executing plant-floor deployment where those ventures require it.
03
Strategic Industrial AI Advisory
Board-level and executive advisory for industrial operations evaluating AI transformation. Diagnosis, roadmap, governance, and oversight of implementation. Independent of any technology vendor — recommendations are based on operational fit, not commercial alignment.