Insights

Foundational Theory vs. Clinical Reality: Governing Clinical AI in 2026

Health systems are now being asked to innovate while simultaneously managing risk, accountability, and patient safety, often without a single, unified playbook.

White Paper--Beyond the Algorithm: Ensuring Clinical Validity at Scale

Most health systems lack the technical infrastructure to generate continuous evidence of AI performance. Instead, they rely on episodic, manual validation that fails to capture real-world shifts in data.

Foundation Models in Healthcare: What You Need to Know

They are rapidly gaining traction in healthcare for their ability to streamline clinical, operational, and patient-facing tasks.

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Will Healthcare AI Save the Day?

Eyeball-grabbing headlines about the inevitable march of artificial intelligence replacing human intellectual tasks abound. While AI might save the day, it must be rigorously tested to be trusted.

Keys to Building Trust in Healthcare AI

Acceptance and trust in healthcare AI will come as people gain an understanding of how the technology is developed and what successful integration looks like. This week’s Domain Knowledge highlights uses for AI that create value and build trust.

Can AI Offer a Path to Health Equity?

Achieving health equity requires an intentional approach to bridging the gap between different demographics. AI offers the ability to better understand these inequities and ultimately help solve them. This week’s Domain Knowledge highlights AI as a tool for driving health equity.

Integrating AI into the Fight Against Colorectal Cancer

AI technology is greatly improving the quality and efficiency of colorectal cancer screening. This week’s Domain Knowledge highlights recent AI developments that aid in the fight against colorectal cancer.

AI Solutions Can Reduce Medical Error

Dealing with medical error is an ongoing challenge facing health systems. AI provides solutions by equipping healthcare professionals with tools that improve accuracy and catch errors early. This week’s Domain Knowledge highlights various ways AI can help reduce the risk of medical error.

AI Elevates Healthcare Workers to Reduce Burnout

One of the most impactful ways to ease the healthcare burden is to implement AI technology to improve workflow. This week’s Domain Knowledge highlights the use of AI to optimize both administrative and clinical processes as a way to reduce burnout.

Dr. Chan, Sutter's Chief of Digital Health & ViVE panelist, talks health equity, AI and improved patient care

AI Transforms the Early Detection of Lung Cancer

There is work to be done to prevent severe lung cancer cases, and much of that work revolves around improving the early screening process to catch cancer before it spreads. This week’s Domain Knowledge focuses on recent AI developments in lung cancer detection.

AI Enhancements in Breast Cancer Screening

This week’s Domain Knowledge highlights recent AI developments that are being used to improve breast cancer screening.

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