White Paper - Redesigning Work for the Agentic Enterprise

The most quoted statistic in enterprise AI heading into 2026 is a ratio, not a growth number: AI value creation is roughly 20% algorithms and 80% organizational rewiring. McKinsey's research is blunt about what that means in practice — what separates the organizations capturing real value from AI is not access to models, which is now widely available and roughly comparable across vendors, but the redesign of work itself. And yet only about 6% of organizations report capturing significant enterprise value from their AI investment, while an estimated 80 to 95% of AI projects fail to deliver their promised return. The gap between those two figures — a technology now broadly accessible, and a small minority actually capturing value from it — is almost entirely explained by the 80% most organizations have not yet touched: how work is actually structured around the technology.