Why is the smartest move in healthcare AI sometimes to slow down on purpose?
Most organizations are racing to deploy AI. Far fewer are asking what responsible governance should look like before they do. In this episode of Connected Conversations, Elena Petrova sits down with Muhammad Atif, President and CTO of PureLogics, for a conversation about healthcare AI, HIPAA, and the engineering decisions leaders are quietly making at the intersection of speed and responsibility. Atif walks through the story of building an AI system for the 340B drug-pricing program — a tool designed to help hospitals predict whether a discount claim will be rejected before they submit it. His team prototyped on a cloud LLM to move quickly and earn the client's trust. They knew from day one that the production version would have to live on the client's own infrastructure, because patient information cannot leave the premises. Together, Elena and Atif explore: Why building in the cloud was still the right first step, even when on-premise was always the destination How a healthcare AI model gets stronger over time as it sees more real-world data — and what that means for the gap between prototype and production Why HIPAA exists to protect people, and why following it makes engineering more disciplined rather than less Why every enterprise needs an AI governance policy before its employees build one in the shadows What twenty years of innovation cycles — social media, mobile, cloud, AI — have taught Atif about the questions leaders should actually be asking This conversation is not just about AI. It is about responsibility. How leaders make decisions when the stakes are real. And what happens when technology moves faster than the systems designed to guide it. Plus, Muhammad's answer to the question we ask every guest: What conversation do more people need to be having right now? Subscribe for more conversations on communication, leadership, technology, and the communities we build around them. Hosted by Elena Petrova, Founder & CEO of Ad Astra, Inc. and AdAstraConnect. Editorial Note: During this conversation, Muhammad Atif references several public discussions, technology announcements, and policy developments related to artificial intelligence. These comments reflect the guest's views and interpretations at the time of recording. Listeners are encouraged to verify the information, and consult official announcements, regulatory sources, and company statements for the most current information. #HealthcareAI #ArtificialIntelligence #Leadership #HealthTech #ConnectedConversations

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