Why Most Enterprise AI Pilots Never Reach Production and What's Actually Missing

The gap between proving generative AI in a demo and running it as a production system is still enormous. MIT says 95% of generative AI pilots fail to deliver measurable ROI, while Gartner expects more than 40% of agentic AI projects to be cancelled before 2027. Blackstraw argues the industry underestimates what’s missing after a successful pilot: not just the model, but trusted data, governance that lets systems safely touch real workflows, and clear ownership once the demo ends. Founder and CEO Atul Arya says incentives favor launch announcements over admitting stalled integration and governance gaps.