AI can identify a patient at risk. But what happens when the nurse receiving the alert is already caring for another patient?

As hospitals continue adopting AI-powered clinical decision support tools, nursing leaders face a practical challenge: identifying risk is only part of the equation. Acting on it requires people, workflows, communication, and clinical judgment.

In this episode of Beyond the Blueprint, Gregg Malkary is joined by Daniel Gracie, Carolyn S. Harmon, and Troy Seagondollar to explore how AI-driven alerts intersect with the realities of nursing practice. The conversation examines alert fatigue, cognitive overload, accountability, workflow design, and the limits of technology when resources and staffing remain constrained.

The discussion also explores why AI should support -- not replace -- clinical judgment, how poorly designed workflows can undermine even the most advanced tools, and what healthcare organizations should consider before introducing new AI-driven alerts into patient care environments.

Whether you're a nursing leader, informatics professional, healthcare executive, or technology innovator, this conversation offers a grounded look at what it takes to translate AI insights into meaningful action at the bedside.

• AI can identify risk, but it can't create capacity
• Clinical decision support is not clinical decision making
• Alert fatigue remains a significant patient safety challenge
• The right alert at the wrong time may not change care
• Experience still matters when prioritizing patient needs
• Technology can't fix broken workflows
• Escalation pathways matter as much as the alert itself
• Frontline nurses should help design AI-enabled workflows
• Better data leads to better clinical decision support
• AI should augment clinical judgment, not replace it

00:00 | AI Alerts Are Decision Support Tools, Not Decision Makers
04:29 | When a Nurse Can't Respond to an Alert Right Away
06:09 | Why the Same Alert Means Different Things to Different Nurses
07:40 | Alert Fatigue, Cognitive Load, and Patient Safety
11:15 | What Happens When a Nurse Leaves One Patient to Respond to Another
14:12 | "Treat the Patient, Not the Alert"
16:04 | Do We Need Air Traffic Control for Clinical Alerts?
16:26 | Why AI Can't Fix Poor Workflow Design
18:25 | AI as Decision Support, Not Decision Making
20:30 | Lessons from Telemetry Monitoring and Alarm Fatigue
21:57 | Who Is Accountable When an Alert Is Missed?
23:07 | Why Technology Can't Fix Broken Processes
24:12 | The Cost of Automating Bad Workflows
28:16 | Can AI Be Personalized for Different Clinical Environments?
29:51 | Why Data Quality Determines AI Performance
30:32 | Translating AI Research into Clinical Practice
32:23 | What Nursing Leaders Should Do Before Implementing New AI Tools

Guests: Daniel Gracie, Carolyn S. Harmon, Troy Seagondollar
Host: Gregg Malkary - Lighthouse Healthtech
Sponsored by: Simplifi Medical
Audio/Video: Tim Jones - Health Nuts Media
Marketing: Josh Troop - Troop-Creative
Learn More at: www.beyond-blueprint.com