08-26-2026IMPACT COUNCIL

Bring the AI to your data, not your data to the AI

The companies succeeding with enterprise AI are keeping their data inside their own perimeter.

[Photo: Getty Images]

The Fast Company Impact Council is an invitation-only membership community of top leaders and experts who pay dues for access to peer learning, thought leadership, and more.

For the past few years, enterprises that wanted to build their own agentic systems adopted AI the same way: Pick a frontier model, copy your knowledge into it, then route your tickets through it. Eventually you’re piping customer records, contacts, and workflows into someone else’s system, hoping the contract protects you. The premise was that the capability alone justified moving your data to the model.

More and more, the prospects I talk to are caught in the same bind. They want the efficiency AI promises, but they don’t want to pipe their data into the frontier models and simply hope it doesn’t come back to bite them. I lead an AI company, and I’ve sat through this exact pros-and-cons debate in more boardrooms than I can count. Enterprises have spent decades and billions of dollars building the systems and gates meant to protect themselves and their customers. Now they’re being asked to gamble it all on someone else’s system.

YOUR DATA IS THE MOAT

That deal is being renegotiated. For many enterprises, no amount of capability is worth the risk they’d be........

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