From AI Pilots to Production

Enterprise technology has moved from a support function to a core driver of growth, productivity, resilience, and long-term value.

Yet adoption alone does not create transformation. This report examines the economic forces, investment priorities, organizational capabilities, and execution disciplines that help enterprises turn AI and digital initiatives into sustainable business outcomes.

What you will learn

• Understand the adoption-to-scale gap: 88% of organizations use AI in at least one function, yet only 7% have scaled it enterprise-wide.
• Diagnose why pilots stall with the eight dimensions of production readiness, and the hidden cost of staying in pilot mode.
• Prioritize use cases, build the business case, and measure realized value instead of demonstrated capability.
• Engineer the foundation: data readiness, enterprise architecture, RAG, fine-tuning, AI agents, and integration.
• Operate safely with evaluation, observability, security, governance, human-in-the-loop design, and controlled autonomy.
• Execute with a 90-day framework, a 12-month enterprise roadmap, and a production readiness scorecard.