Enterprise AI Productivity Paradox

Accenture data shows agentic AI boosts productivity but only 23% see reportable business value (down from 32%). Mavvrik data reveals surprise costs threatening implementations—25% delaying projects, emergency freezes. Gartner advises model routing and token literacy. The enterprise AI payback curve is 5-6 years with only 5-10% full ROI. A new framework for measuring AI productivity focuses on accepted output and business outcomes. EPAM's OpenAI partnership and Deloitte's production-ready AI solutions signal enterprise AI moving to production. The AI productivity plateau article highlights a 79-point gap between perceived and proven productivity.