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EP 01: A Working AI Pilot Proves Nothing
Description
A working AI pilot proves less than most executives assume. This episode digs into why AI initiatives clear a demo and then stall in production, and the constraint is rarely the model. It's whether the organization's data, applications, and ownership structure are actually ready to run on it. That readiness gap shows up two ways: AI use turning into the next shadow IT, and teams mistaking individual productivity wins for organizational proof. The conversation also breaks down a framework for sorting what AI can already do inside a business from what it can't do yet, and why context, not model quality, is becoming the real differentiator.
Host Stacy Gordon talks with LiminalArc CEO Mike Cottmeyer in the relaunch episode of Future State Now, formerly SoundNotes, tracing the company's shift from LeadingAgile to LiminalArc and what AI transformation means as the next chapter of enterprise change.
Why AI Fails and What You Can Do About It
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