The Human Side of AI Adoption: Why Most AI Projects Fail Before They Start

by Heather McCarl | at Minnebar20

Everyone's implementing AI. Most of it isn't working. Not because the tools are bad, but because the people using them are still thinking the same way they always have. Finite thinking in an infinite game.

In this session, we'll cut through the hype and get honest about the real reason AI initiatives stall: organizational mindset. You'll learn how to spot the invisible assumptions and paradigms that quietly kill AI projects before they ever get off the ground and what to do about it.

You'll walk away with:

  • A simple framework for diagnosing whether your team is ready for AI adoption (hint: most aren't as ready as they think)

  • The specific language patterns that signal deep resistance to change

  • A practical first step you can take Monday morning (no tools required)

This session is for founders, leaders, consultants, and anyone who has watched a promising AI initiative die a slow, frustrating death. You don't need to be technical. You just need to care about making change actually stick.

Heather McCarl

Data Science Leader | AI Consultant | Speaker & Trainer

With over 20 years of experience in data science, Heather McCarl is the founder of Ethos AI Consultants, where she focuses on the intersection of emerging technology and responsible implementation. With a passion for navigating the complexities of AI, Heather helps organizations build frameworks that are as ethical as they are innovative. When she’s not deconstructing AI workflows, she’s crocheting, learning something new, gardening or spending time with family.

Links:

Ethos AI Consulting


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