The Pilot-to-Production Pipeline: How to Stop AI Budget Waste and Deliver Real ROI

Somewhere in your organization right now, there’s probably an AI pilot that impressed everyone in the demo and then quietly went nowhere. You’re not alone if that sounds familiar, and you’re definitely not alone in the data. A widely cited MIT report on the state of AI in business found that the vast majority of generative AI pilots deliver no measurable impact on profit and loss, with only a small fraction of programs actually driving meaningful business value. That’s not a failure of the technology. It’s a failure of the pipeline that’s supposed to carry a good idea from proof of concept into something that actually runs the business.