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The Signal Room | AI in Healthcare: Strategy & Governance
By Chris Hutchins | Healthcare AI Executive & Governance ConsultantBusinessMedicineHealth & FitnessTechnologyManagement
The Signal Room | AI in Healthcare: Strategy & Governance episodes
- Who Gets Counted in Health Data? | Lisa Marceau | The Signal Room
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A model can look convincing and still leave people out. Who was included in the research? What never made it into the record? And what happens when AI treats those gaps as a complete picture?Lisa Marceau, founder of Alpha Millennial Health and co-founder of Joyuus, joins Chris Hutchins to discuss the questions behind trustworthy health data. Drawing on her work in clinical research and digital health, Lisa explains why the first decision is what problem to solve, followed by whether the evidence can actually answer it.They discuss women's health research, postpartum support, mental health and social connection, and the role of NIH small business funding in helping an idea become a viable company. Lisa also makes the case for treating AI as infrastructure: define its purpose and test its value before adding it to a product.In this episode:- Who gets represented in clinical and claims data- Why data quality and governance belong at the start- What mothers told Joyuus was missing from postpartum care- How mental, physical, social and real-world health connect- Questions leaders should ask before investing in AI- Lisa's book, Breaking the System## Chapters00:00 Welcome and meet Lisa Marceau01:02 From clinical research to entrepreneurship03:28 Who is represented in health data?07:13 The research gaps behind clinical outcomes09:45 Ask the question before collecting the data11:30 Data quality, governance and equity13:49 Geography, culture and access to care16:29 Women's health across the lifespan19:29 AI and the problem of outdated evidence24:09 Joyuus and the postpartum care gap27:29 Earlier support beyond the clinic29:41 Mental health as whole-person care34:43 Social connection and new data36:34 NIH funding and building a viable company39:23 When AI starts referring to AI42:56 Treat AI as infrastructure46:54 The cost of building without a clear purpose48:55 Questions leaders should ask before investing51:27 Breaking the System and connecting with Lisa## Guest resourcesAlpha Millennial Health / Lisa Marceau: https://www.alphamhealth.com/aboutJoyuus: https://www.joyuus.com/Lisa Marceau on LinkedIn: https://www.linkedin.com/in/lisamarceauBreaking the System: How Digital Innovators Shape the Future of Health Care: https://www.amazon.com/dp/163489829XNIH SEED / small business funding: https://seed.nih.gov/Support the show
About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified.
Website: https://www.hutchinsdatastrategy.com
LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/
YouTube: https://www.youtube.com/@ChrisHutchinsAi
Book Chris to speak: https://www.chrisjhutchins.com
54 min - AI Leadership, Polymathy and Collective Intelligence with Dr. Angela C. Meyers
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What does AI leadership require when the technology is available to everyone? Dr. Angela C. Meyers joins Chris Hutchins to explore the human work of learning, listening and connecting knowledge across an organization.
Angela, founder of The Polymathic Method and author of Versatile: Human Intelligence in an Artificial Age, explains polymathy and collective intelligence. Her doctorate is in human and organizational learning. The conversation covers skill decay, cognitive burden, employee participation, premature certainty and the difference between technical expertise and people leadership.
Listen for practical questions about change: Are people resisting, or are they overloaded? What does frontline experience reveal? How can leaders learn before a deadline forces a decision? Angela closes by connecting organizational adaptability with the choices people make about their own learning.
IN THIS CONVERSATION
- Polymathy and learning across disciplines
- Using AI to reduce workload and support human capacity
- Collective intelligence and the risk of premature certainty
- Participation, trust and the people skills of leadership
- Connecting knowledge across silos while technology changes
CHAPTERS
00:00 Welcome and Beneath the Signal
00:19 Meet Dr. Angela C. Meyers
01:19 What polymathy means
03:29 When automation weakens or frees human capacity
06:27 AI should reduce the burden
08:43 Leaders who listen
10:08 Learning through AI and data uncertainty
14:52 Keeping the capacity to learn
21:37 Collective intelligence and decision making
24:21 The warning sign: early certainty
29:15 Bottlenecks, human capacity and creative thinking
38:37 Participation in organizational change
44:13 Expertise and the people skills of leadership
49:54 Premature launches and realistic expectations
53:43 Rebuilding trust
58:49 Connecting knowledge across silos
01:02:48 Resources and closing
GUEST & RESOURCES
Books: Versatile and In Pursuit of Polymaths: https://www.drangelameyers.com/books
The Polymathic Method: https://www.drangelameyers.com/
Knower-Learner Assessment: https://www.drangelameyers.com/knowerlearner
Collective Intelligence Labs: https://www.drangelameyers.com/collectiveintelligencelab
Versatile Leadership Training: https://www.drangelameyers.com/versatileleadershiptraining
Angela on LinkedIn: https://www.linkedin.com/in/drangelacmeyers
THE SIGNAL ROOM
Hosted by Chris Hutchins
https://signalroompodcast.com/Support the show
About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified.
Website: https://www.hutchinsdatastrategy.com
LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/
YouTube: https://www.youtube.com/@ChrisHutchinsAi
Book Chris to speak: https://www.chrisjhutchins.com
1 hr 4 min - AI Clinical Trial Screening: Evidence, Recruitment and Workflow with Dr. AJ Blood
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Clinical trial recruitment starts with finding eligible patients, but the work does not end with a match. Cardiologist and AIwithCare co-founder Dr. AJ Blood joins Chris Hutchins to discuss AI-assisted clinical trial screening, the supporting research and the workflow around it.
They examine AI chart review, RECTIFIER, studies in NEJM AI and JAMA, access to trials, bias monitoring and implementation across sites. AJ explains why research staff and frontline clinicians need to be involved in design, and why a pilot needs clear measures before it starts.
The JAMA study discussed was a single-center heart-failure trial with time to eligibility determination as its primary outcome; enrollment was exploratory. The episode considers what that evidence supports, what still needs validation and how to evaluate useful change without relying on promises.
IN THIS CONVERSATION
- AI chart review and eligibility screening for clinical trials
- What the NEJM AI and JAMA studies measured
- Patient access and the difference between screening and enrollment
- Bias monitoring and validation across research sites
- Workflow adoption, frontline design and measurable AI pilots
CHAPTERS
00:00 Welcome and episode introduction
00:19 Evidence over promises
00:41 From clinical research to implementation
03:42 Why effective care struggles to reach patients
09:04 AI-assisted chart review
12:28 Who gets access to clinical trials?
16:55 Building and testing the screening tool
23:10 What the evidence shows
27:35 Faster enrollment and shorter timelines
30:51 Monitoring bias across sites
34:57 Workflow determines adoption
42:41 Set clear measures for a pilot
47:25 Design beside the people doing the work
51:46 Connect with AJ
GUEST & RESOURCES
AIwithCare: https://aiwithcare.com/
AJ Blood on LinkedIn: https://www.linkedin.com/in/alexander-blood-md-msc-facc-abom-a8654a23/
2025 JAMA randomized prescreening study: https://jamanetwork.com/journals/jama/fullarticle/2830514
2024 NEJM AI study: https://ai.nejm.org/doi/full/10.1056/AIoa2400181
THE SIGNAL ROOM
Hosted by Chris Hutchins
https://signalroompodcast.com/Support the show
About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified.
Website: https://www.hutchinsdatastrategy.com
LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/
YouTube: https://www.youtube.com/@ChrisHutchinsAi
Book Chris to speak: https://www.chrisjhutchins.com
53 min - Liver Cancer Screening and 'We Caught It Too Late' with Dr. Bharat Tewarie
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'We caught it too late' is the sentence Dr. Bharat Tewarie wants to retire. The Helio Genomics CEO joins Chris Hutchins to discuss liver cancer screening, surveillance and the barriers to earlier detection.
Bharat explains the HelioLiver blood test, the CLiMB study and the role of follow-up for people already at increased risk of hepatocellular carcinoma. The discussion moves from test performance to clinical workflow, rural access and the difference between raising awareness and making care easier to reach.
The study discussion concerns an at-risk surveillance population. It does not establish a mortality benefit or support screening the general population. Listen for the practical questions clinicians, researchers and health leaders need to ask when considering how earlier detection could fit into care.
IN THIS CONVERSATION
- Why liver cancer surveillance requires repeated follow-through
- What HelioLiver measures and how the workflow is described
- What the CLiMB study tested and which population it studied
- Rural access and barriers between testing and clinical action
- The sentence Bharat wants to retire and his message to founders
CHAPTERS
00:00 Welcome and episode introduction
00:19 Dr. Bharat Tewarie and the purpose of early detection
01:04 Why liver cancer can develop quietly
03:01 The surveillance gap
07:28 What HelioLiver measures
09:09 The clinical workflow and follow-up
11:24 What the CLiMB study tested
15:14 Who the test is for
17:01 Validation and real-world evidence
21:27 Rural access and the practical barriers
23:37 Awareness, policy and action
30:49 The sentence Bharat wants to retire
32:07 A message for researchers and founders
33:29 Resources and next steps
GUEST & RESOURCES
Helio Genomics: https://heliogenomics.com/
HelioLiver / CLiMB study: https://heliogenomics.com/providers/climb
Patient information: https://heliogenomics.com/for-patients
Bharat Tewarie on LinkedIn: https://www.linkedin.com/in/bharattewarie/
Awareness resolution discussed: introduced text: https://www.govinfo.gov/content/pkg/BILLS-119hres1591ih/pdf/BILLS-119hres1591ih.pdf
THE SIGNAL ROOM
Hosted by Chris Hutchins
https://signalroompodcast.com/Support the show
About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified.
Website: https://www.hutchinsdatastrategy.com
LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/
YouTube: https://www.youtube.com/@ChrisHutchinsAi
Book Chris to speak: https://www.chrisjhutchins.com
35 min - Local SEO and AI Search for Clinics with Darcy Sullivan
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How can patients find your clinic when their search starts with an AI answer? Darcy Sullivan joins Chris Hutchins to connect local SEO and AI search visibility with the practical work of healthcare marketing.The founder of Propel Marketing & Design and host of the Clinic Marketing Podcast explains why consistent business details, Google Business Profile, useful service pages and patient reviews belong in the same strategy. She also discusses human review of AI-written content, marketing attribution and the questions clinic owners should ask an agency.Listen for a simple starting point for checking visibility, ways to make review requests more useful, and a sharper distinction between traffic and the inquiries your practice wants. The conversation is about making informed marketing decisions as search changes; no placement in an AI answer is guaranteed.IN THIS CONVERSATION- How patient discovery changes when search becomes a conversation- Consistent name, address and phone information across listings- Service pages and reviews that answer specific patient questions- Human oversight of AI-generated marketing content- Analytics, appointment inquiries and decisions about marketing spendCHAPTERS00:00 Welcome and episode introduction02:39 How patient search is changing06:08 Trust signals and consistent listings07:22 What helps a clinic appear in AI search11:31 Using AI with a human editor14:41 A practical visibility audit18:02 Questions to ask a marketing agency19:12 Analytics and attribution25:29 What marketing spend is adding28:17 Improve review requests32:36 Search as a conversation34:50 Deciding where to invest time36:13 Connect with DarcyGUEST & RESOURCESPropel Marketing & Design: https://propelyourcompany.com/Clinic Marketing Podcast: https://propelyourcompany.com/podcast/Darcy Sullivan on LinkedIn: https://www.linkedin.com/in/darcymsullivanPropel on LinkedIn: https://www.linkedin.com/company/propel-your-companyTHE SIGNAL ROOMHosted by Chris Hutchinshttps://signalroompodcast.com/Support the show
About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified.
Website: https://www.hutchinsdatastrategy.com
LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/
YouTube: https://www.youtube.com/@ChrisHutchinsAi
Book Chris to speak: https://www.chrisjhutchins.com
38 min - The AI Security Gap: What Hospitals Need to Know Now with Vasanth Mudavatu
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AI vendors must prove their system security to hospitals. Learn how to verify data integrity and essential controls today.
Many hospital administrators struggle to validate the safety of new software. We examine how to demand clear evidence from vendors regarding what data enters the system and how it is processed. Ensuring healthcare AI security requires more than just a contract; it demands a deep look at the audit trails and technical safeguards in place.
By prioritizing AI vendor transparency, organizations can better manage risk and maintain compliance. We also discuss how to document specific changes made by the system and the controls implemented to keep patient records safe. This rigorous approach to hospital data privacy is essential for building long-term trust in new technologies.
Integrating these practices into your procurement process ensures that AI governance remains a practical, operational priority rather than a theoretical goal.
Subscribe for more insights on responsible AI, and share your biggest security hurdle below.
🎧 Listen on Apple, Spotify and more: https://signalroompodcast.com
📨 The AI Health Pulse newsletter: https://aihealthpulse.beehiiv.com/?modal=signup
📘 Beneath the Signal (my book): https://www.amazon.com/Beneath-Signal-Replace-Leadership-Healthcare/dp/B0GZPNVRCX?maas=maas_adg_6A599874CB2DA12E1ADF3BD5E6DB8463_afap_abs&ref_=aa_maas&tag=maas
💼 Hutchins Data Strategy: https://hutchinsdatastrategy.comSupport the show
About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified.
Website: https://www.hutchinsdatastrategy.com
LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/
YouTube: https://www.youtube.com/@ChrisHutchinsAi
Book Chris to speak: https://www.chrisjhutchins.com
37 min - The signal room: AI Agents in Healthcare: Why the Best AI Knows When to Stop | Kaled Alhanafi
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AI agents in healthcare only work if they know when to stop. Basata CEO Kaled Alhanafi explains how his team builds agentic AI for hospital and practice operations, and why trust and governance matter more than the algorithm.
Kaled Alhanafi left Lyft and Cruise to build a healthcare company after his family's experiences with the healthcare system. He now leads Basata, a healthcare AI startup whose agents read referrals, call and text patients, and handle scheduling. In this episode of The Signal Room, he explains how they decide what to automate and what a human has to own.
In this episode:
Why capacity in healthcare is trapped in administrative work, not only in a shortage of doctors
How healthcare AI agents handle referrals, patient calls, and scheduling
Why "a really good AI is the AI that knows when to stop"
Why he says 70% of AI transformation is change management
How agentic AI in healthcare earns autonomy one task at a time
How to be transparent with patients when they are talking to an AI agent
Why point solutions fail and holistic approaches work
What hospital administrators should do first when adopting AI
Key numbers from the conversation:
10 to 30% of physician effort goes to administrative work
About $150 billion a year is wasted on patient no-shows in the US
By 2030, about one in five Americans will be over 65
Basata has raised a little under $25 million and recently completed its Series A
Chapters:
0:00 Welcome and Beneath the Signal
0:45 Why Kaled left Lyft and Cruise for healthcare
1:34 A personal path into healthcare
3:36 Shadowing practices and the start of Basata
6:16 The healthcare capacity problem
7:19 How Basata's AI agents work
8:52 The AI that knows when to stop
11:16 70% of AI is change management
13:26 Trust as the differentiator
14:14 Scaling at the speed of trust
16:41 The 2030 demand problem
18:36 Why point solutions fail
21:28 AI patient scheduling and no-shows
23:54 Would patients rather talk to a human or an AI agent?
25:15 When an AI agent should reach out, and when it shouldn't
27:54 Earning autonomy task by task
29:45 Regulators and healthcare AI governance
31:47 Why start with back-office operations
35:57 Where hidden capacity lives (the Lyft parallel)
39:00 Advice for hospital administrators
41:50 New roles and shared responsibility
About the guest: Kaled Alhanafi is the CEO of Basata, a healthcare AI company. "Basata" comes from the Arabic word for simplicity. He previously worked at Lyft and Cruise.
Basata website: https://www.basata.ai/
Kaled on LinkedIn: https://www.linkedin.com/in/kaled
About the host: Chris Hutchins is the author of Beneath the Signal, about the human work behind trusted data and responsible AI in healthcare.
The Signal Room is a podcast for healthcare AI practitioners.
Listen on your favorite podcast app: Apple Podcasts: https://podcasts.apple.com/us/podcast/the-signal-room-with-chris-hutchins/id1850988366 | Spotify: https://open.spotify.com/show/3zUsHNLvnGE90gUaNULucZ
Full episode page and transcript: https://signalroompodcast.com/episodes/ai-agents-know-when-to-stop
#HealthcareAI #AIAgents #SignalRoom
Guest: Kaled Alhanafi
Company: Basata
Website: basata.ai
———
🎧 Listen on Apple, Spotify and more: https://signalroompodcast.com
📨 The AI Health Pulse newsletter: https://aihealthpulse.beehiiv.com/?modal=signup
📘 Beneath the Signal (my book): https://www.amazon.com/Beneath-Signal-Replace-Leadership-Healthcare/dp/B0GZPNVRCX?maas=maas_adg_6A599874CB2DA12E1ADF3BD5E6DB8463_afap_abs&ref_=aa_maas&tag=maas
💼 Hutchins Data Strategy: https://hutchinsdatastrategy.comSupport the show
About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified.
Website: https://www.hutchinsdatastrategy.com
LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/
YouTube: https://www.youtube.com/@ChrisHutchinsAi
Book Chris to speak: https://www.chrisjhutchins.com
50 min - Ethical governance: Why AI Governance Is a Human Problem | Arnaud Saint-Paul
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Chapters
0:00 The claim: the human side of leadership beats the tech
2:31 Why AI multiplies a leader's existing challenges (×10)
5:20 Running the Heart Leadership Index on ChatGPT vs. Claude
10:03 What "coherence" really means (the orchestra before the conductor)
12:42 The fragmented-leader problem: your rollout inherits your chaos
18:02 The research: measuring coherence across 700+ tests
28:06 Defining "fragmentation" — order out of chaos
30:01 How fragmentation compounds and hits the bottom line
33:33 Why the downside can dwarf the upside in healthcare
35:17 Where to start: measure your team's coherence (free)
38:45 The next 3–5 years of AI + human coherence
42:16 The takeaway: coherence decides whether AI helps or scales the messSupport the show
About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified.
Website: https://www.hutchinsdatastrategy.com
LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/
YouTube: https://www.youtube.com/@ChrisHutchinsAi
Book Chris to speak: https://www.chrisjhutchins.com
44 min - Healthcare scaling strategies: Can AI Actually Make Healthcare More Human? With Dr. Sarah Matt
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Dr. Sarah Matt joins Chris Hutchins to examine pilotitis, the cycle of healthcare projects that struggle to move beyond testing. This episode of The Signal Room focuses on the practical challenges of scaling healthcare AI and bringing clinical voices into technology decisions.
Sarah shares her path from medicine into health technology leadership and discusses the concept of borderless healthcare. Chris and Sarah consider how patient trust and digital literacy affect adoption, and why design needs to account for diverse patient populations.
The conversation also covers the work around implementation, from clinical and operational buy-in to procurement and vendor relationships. They discuss change management and the future of healthcare governance as AI use expands.
For healthcare leaders and digital health teams, this episode offers a closer look at the decisions surrounding a pilot and the people who need to be part of them.
About the guest
Dr. Sarah Matt is a physician-executive and author of The Borderless Healthcare Revolution. Her background spans clinical medicine and enterprise health technology.
Guest and book links
Dr. Sarah Matt: https://drsarahmatt.com/
LinkedIn: https://www.linkedin.com/in/sarahmattmd/
The Borderless Healthcare Revolution: https://drsarahmatt.com/bookConnect with the show
The Signal Room: https://signalroompodcast.com/
The AI Health Pulse: https://aihealthpulse.beehiiv.com/
Hutchins Data Strategy Consultants: https://hutchinsdatastrategy.com/Subscribe to The Signal Room for more conversations about AI in healthcare. What has kept a pilot from becoming part of everyday work in your organization? Share your experience in the comments.
Support the show
About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified.
Website: https://www.hutchinsdatastrategy.com
LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/
YouTube: https://www.youtube.com/@ChrisHutchinsAi
Book Chris to speak: https://www.chrisjhutchins.com
55 min - Healthcare ai responsibility: Can We Actually Trust AI With Our Health? | Chris Bruner
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AI can make a business more efficient, but the harder question is whether the system deserves trust.
Chris Hutchins sits down with Chris Bruner, founder and CEO of Simple AI Solutions, for a practical conversation about what “done-for-you AI” actually looks like for business owners. They examine how to identify the right problems to automate, why poor data and technical debt can quietly sink an AI initiative, and what organizations need from a partner when the technology touches real workflows and decisions.
The conversation also moves beyond tools. Chris Bruner explains why training, judgment, communication, responsibility, and integrity become more valuable as automation expands. He shares how those principles shape his work, his leadership, and the legacy he hopes to build through his business and family.
In this episode:
- What a done-for-you AI system should deliver
- How to choose useful automation opportunities
- Why data quality and technical debt matter
- The human skills AI cannot supply
- Trust, accountability, stewardship, and legacy
Connect with Chris Bruner:
- Simple AI Solutions: https://simpleai.solutions/
- LinkedIn: https://www.linkedin.com/in/chrisbrunersimpleaisolutions/
- The Business Leader’s Legacy Podcast: https://podcasts.apple.com/us/podcast/the-business-leaders-legacy-podcast/id1882853210
Chris’s business and podcast links are current. Simple AI Solutions, The Business Leader’s Legacy Podcast.
Support the show
About The Signal Room: The Signal Room is a podcast and communications platform exploring leadership, ethics, and innovation in healthcare and artificial intelligence. Hosted by Christopher Hutchins, Founder and CEO of Hutchins Data Strategy Consultants. Leadership, ethics, and innovation, amplified.
Website: https://www.hutchinsdatastrategy.com
LinkedIn: https://www.linkedin.com/in/chutchins-healthcare/
YouTube: https://www.youtube.com/@ChrisHutchinsAi
Book Chris to speak: https://www.chrisjhutchins.com
35 min
About The Signal Room | AI in Healthcare: Strategy & Governance
From the publisher's feed
The Signal Room is a healthcare AI podcast hosted by Chris Hutchins, founder of Hutchins Data Strategy Consultants, a healthcare AI consulting practice built for leaders implementing AI with…
strategy, governance, and ethical leadership. Drawing on real AI consulting work with health systems, the show goes deep on AI strategy for healthcare, ethical governance, data strategy, data readiness, and responsible adoption in real health systems. Each episode brings healthcare executives, clinicians, and technology leaders into candid conversations about the decisions, operating conditions, and accountability behind healthcare AI implementation. Listen at https://signalroompodcast.com. Subscribe to AI Health Pulse for weekly healthcare AI analysis.