Why AI Agents Succeed in Demos But Die in Production

While 78% of enterprises have AI agent pilots running, only 14% successfully scale them to production. Research into hundreds of failed deployments reveals five critical gaps—legacy system integration, output quality at scale, monitoring gaps, unclear ownership, and insufficient domain training—that account for 89% of failures. The 12% that succeed treat production constraints as day-one design principles, not afterthoughts.