AI is no longer just a tool people use after a conversation. It is becoming part of the conversation itself—used in real time to validate, challenge, and interpret information as it is being shared. The question is no longer whether AI will influence decisions. It is whether organizations are aligned enough to guide how those decisions are formed.

As healthcare organizations become more data-driven, the challenge isn’t access to information—it’s aligning on how to interpret it and act on it. We’ve spent years trying to normalize healthcare data. FHIR, terminology models, and now AI have all moved us closer to structured, connected information. That progress is real. But something else is happening alongside it. As systems become more precise, the burden of interpretation doesn’t disappear—it increases. More detailed co