Where I Focus. What I've Built.
Enterprise Transformation
Nearshore Delivery at Scale: Built Mexico City nearshore hub, shifting 70% of engineering headcount to improve agility, speed to production, and reduce contractor cost structure.
Product-Oriented Culture: Transformed delivery from ticket-taker to product model, increasing deployment frequency by 300% (monthly to weekly).
C-Suite Partnership: Aligned multi-year digital roadmaps with revenue targets, securing executive P&L budget approval for transformation programs.
Applied AI
Enterprise AI Platform: Built and deployed a multi-agent AI platform (REX) integrating ERP and organizational data to deliver real-time, governed business insights across 285+ locations.
Live in production, available to all 3,800 team members, with 800+ branch and regional leaders actively engaged.
Reduced time to insight by 50% and surfaced business information previously inaccessible to frontline leadership.
Data Strategy & Intelligence
Modern Data Architecture: Leading Snowflake-based data modernization that unified fragmented legacy systems into a governed, AI-ready data platform supporting $4B in annual operations.
Enterprise KPI Standardization: Deployed Power BI dashboards across all business units, aligning AI initiatives with P&L metrics.
Real-Time & Predictive Insights: Designed architecture to support shift from historical reporting to real-time, predictive operational intelligence.
AI Adoption Science
Doctoral Research: Investigating critical success factors for frontline AI adoption in complex enterprises, with a focus on human-machine interface and multimodal learning.
Strategic Change Management: Analyzing institutional resistance patterns and leadership behaviors that drive or stall enterprise-wide AI adoption curves.
Practitioner-Researcher Bridge: Actively applying research-backed adoption frameworks to real-world deployments, closing the gap between academic theory and enterprise execution.
Where I Do My Best Work.
My experience is concentrated in large, operationally complex enterprises that often feature distributed branch networks, non-technical frontline workforces, and legacy ERP environments, where AI adoption is a human problem before it is a technology problem. Industries including wholesale distribution, retail, building materials, industrial supply, and CPG share these dynamics, and they’re where my profile is most differentiated.