Healthcare AI at a Crossroads: Governance, Equity, and Accountability
Guest Spotlight:
January Montaño, MPS is the CEO and Founder at January's Advisory Group, a Denver-based AI governance consultancy focused on helping healthcare organizations build AI systems that are equitable, auditable, and financially sustainable. With nearly 30 years of experience across healthcare policy, Medicaid, public health, and healthcare operations, she has advised health plans, hospitals, and government agencies on improving outcomes for diverse patient populations.
Her career includes writing Medicaid policy, leading international PPE procurement efforts for Colorado during the COVID-19 pandemic, serving on Governor Jared Polis’ healthcare affordability roadmap, and testifying before the Colorado General Assembly on algorithmic bias in artificial intelligence. January is also the creator of the ROI Equity Framework, a methodology designed to help organizations evaluate both the financial and equity impacts of AI deployment.
Here are the 3 Key Takeaways from our Conversation:
1. AI Without Governance Can Deepen Inequities
AI systems are already influencing claims processing, prior authorization, and care delivery. But without strong governance frameworks, these tools risk reinforcing existing biases in healthcare access and outcomes. Organizations must establish accountability, oversight, and auditing processes before deploying AI at scale.
2. Health Equity Is Also a Business Strategy
One of the episode’s strongest messages is that equity and financial performance are not competing goals. By identifying equity gaps and addressing social determinants of health, healthcare organizations can improve patient outcomes while reducing costs and generating sustainable value.
3. The Future of Healthcare AI Depends on Accountability
Healthcare organizations not vendors often carry the legal and operational responsibility when AI systems fail. Leaders must move beyond viewing AI as just another software tool and instead treat it as an enterprise-wide transformation requiring executive ownership and continuous oversight.
As AI adoption accelerates, the organizations that succeed will be those that build systems that are not only innovative, but also transparent, equitable, and accountable.
Listen to the full episode of When Health Freezes Over now!
👉 YouTube - https://www.youtube.com/channel/UC7CR1wzokjtVdyyWHLziUJQ/
👉 Spotify - https://open.spotify.com/show/3bRobaBZlM3IbCJ5334PJV?si=41aa6416371e4bc2
👉 Apple Podcast - https://podcasts.apple.com/us/podcast/when-health-freezes-over/id1887501951
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