John D'Alesandro, a healthcare operations guru, Amplefi stresses that generally, healthcare operations do not suffer from a lack of staff or technology but from a failure to properly define goals and understand healthcare as a complex system. The reliance on outdated processes and the misapplication of technology has led to the introduction of AI into the environment without first addressing foundational system flaws. He advocates for a simpler, common-sense approach rather than platitudes about patient safety, ensuring that AI models are not trained on inaccurate data from broken systems or undocumented workarounds.

John asks, "What is healthcare? Well, healthcare is a ton of things. What is the patient experience? Well, depends on the patient. So when we use these generic terms, they tend to cloud the performance of the system. So I think the first place we need to start is to say something like, " What's an ER experience that we're proud of?" If it's four hours, then it's four hours. But if it's longer or shorter than that, we need targets and reference models to know what we're doing, because we're adding a lot of things and a lot of complexity. We're not really realizing that those are systems. Those systems, when they produce friction, get hit on the frontline. The front lines have to deal with vague, unclear expectations."

"Patient experience isn't smiling. It's delivering your care in a reliable way. People get frustrated because they sit around waiting and wondering what the heck's going on. So I think just spending a little bit of time defining everything in your hospital, because every hospital's different."

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