Noelle RussellChief Executive Officer, AI Leadership Institute · 5x Microsoft Trustworthy AI MVP | 3.4+ million students | #1 Thought Leader in Agentic AI | AI-Powered Revenue Growth + Cost Optimization Expert ✨Best-Selling Author: Scaling Responsible AI | TEDx Sp

Why 95% of AI pilots fail — the hidden deployment problems

17 Jan 2026 · 1 min

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In this talk, Noelle Russell highlights a striking research finding that 95% of AI pilot projects never deliver business value because they fail to make it into production. She argues that the root cause is the lack of ongoing operational "care and feeding"—the day‑to‑day maintenance, monitoring, and support that AI systems require once deployed. While certain use‑cases and industries can achieve strong returns (e.g., $3.7 ROI per dollar invested), most pilots stall before reaching that stage. The speaker emphasizes that without dedicated operational resources, even promising AI models will not translate into real‑world impact.

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they start filling their organization with AI systems, they're going to need someone who does the daily care and feeding that's necessary. Most organizations— now many of you know this, I say it all the time— uh, there was some research done at the end of last year that said 95% of these baby tigers that are being created, these little pilots that are getting launched, 95% of them are failing to deliver any value at all to the businesses investing in them, right? And, and that is contrary to the idea that we know for certain types of use cases and in certain industries, you can get $3.7 back for every dollar you invest. So it's not that we can't make money. It's not that we can't be profitable. It's that they are failing to reach production.