Why Your AI Initiative Is Stuck, and How You Can Move It Forward
Why do so many enterprise AI initiatives struggle to move beyond pilots? Despite investments in advanced models, data platforms, and AI tools, organizations often encounter challenges that prevent promising initiatives from delivering measurable business value. In this session, "Why Your AI Initiative Is Stuck, and How You Can Move It Forward," from COLLIDE Data + AI Conference 2026, Nelson Davis, Founder and Chief Vizioneer @ Analytic Vizion, addresses one of the most pressing challenges facing enterprise data and AI leaders: identifying what holds AI initiatives back and understanding how organizations can create meaningful progress. Successful AI adoption requires more than technical capabilities. Organizations must align AI strategies with business priorities, establish reliable data foundations, build cross-functional collaboration, and define clear measures of success. Without these elements, even technically promising AI projects can struggle to gain traction, secure stakeholder support, or scale beyond initial experimentation. For enterprise executives, data science teams, and technology leaders, understanding the barriers to AI adoption is essential to developing sustainable AI strategies. This session offers an opportunity to explore the organizational, strategic, and operational considerations involved in moving AI initiatives forward. 🎯 Key Topics to Explore: Overcoming AI Adoption Barriers: Common organizational, technical, and strategic challenges that can prevent AI initiatives from progressing. From AI Pilots to Production: Key considerations for moving beyond experimentation and building scalable enterprise AI applications. Aligning AI with Business Strategy: Why connecting AI investments to business objectives and measurable outcomes matters. Data Readiness and Infrastructure: The role of data quality, accessibility, and modern data architecture in supporting successful AI implementation. Driving Organizational Alignment: How leadership support, cross-functional collaboration, and effective change management can influence AI transformation. 🎤 Featured Speaker Nelson Davis Founder and Chief Vizioneer | Analytic Vizion Session Brought to You By: Analytic Vizion About COLLIDE Data + AI Conference 2026 Organized by Data Science Connect, COLLIDE Data + AI Conference 2026 took place on October 1, 2026, at the Sandy Springs Performing Arts Center in Atlanta, Georgia. The conference brought together enterprise decision-makers, data and AI executives, technology practitioners, and leading AI solution providers to explore the evolving data and AI landscape, scale AI responsibly, and exchange practical insights with industry peers. Learn more about COLLIDE: https://datasciconnect.com/events/collide/ ▶️ Watch More from COLLIDE 2026 Watch the full session to explore the challenges that can slow enterprise AI initiatives and the strategic considerations for moving them forward. Subscribe to the Data Science Connect YouTube channel for more expert presentations, executive keynotes, and industry discussions from COLLIDE Data + AI Conference 2026 covering enterprise AI, AI adoption, data strategy, and AI transformation.