The M.A.P.S Framework
The M.A.P.S. Framework™ (Mobilize, Analyze, Personalize, Systematize) is a proprietary, business-first methodology designed to help medium and large enterprises (500+ employees, $100M+ in revenue) successfully adopt, scale, and monetize AI initiatives. Unlike most approaches that leave organizations stuck in pilot purgatory, MAPS provides a structured roadmap that tackles the root causes of AI failure—unclear business objectives, poor data quality, lack of integration, cultural resistance, and weak executive sponsorship. By aligning strategy with measurable KPIs, securing C-suite ownership, building strong data foundations, personalizing solutions to the business context, and institutionalizing AI through governance and MLOps, MAPS ensures AI becomes a sustainable engine for ROI and competitive advantage, not just another experiment.
