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Data & AI Leaders Summit

Sept. 21-23 | Shaping the Future of Enterprise AI

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TDWI Market Research Briefing // AI in the Enterprise: Keys to Successful Adoption at Scale

September 21, 2026

Evan Levy, CBIP

Partner

Integral Data, LLC and TDWI Fellow

Artificial intelligence is no longer a future initiative—it's a present-day imperative. Yet despite significant investment, most enterprises still struggle to move from isolated pilots to reliable, scalable deployment. Technology organizations often underestimate how differently AI is built, tested, and maintained, and business users aren't always prepared to play their part. What separates organizations that successfully operationalize AI from those that don't?

This briefing examines the critical factors that drive (or derail) enterprise AI adoption at scale. We'll explore what's working, what isn't, and what persistent obstacles continue to slow progress across industries and organizational sizes.

Key topics include data readiness, governance, ownership, and the organizational and skills challenges that technology alone cannot solve. Attendees will walk away with actionable insights and a clear picture of the priorities, practices, and pitfalls that define successful enterprise AI adoption today.

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