Snowflake Research Reveals 85% of Healthcare Leaders View Interoperability as Foundational to Scaling AI
Findings underscore a turning point in AI adoption in healthcare, where achieving measurable efficiency and cost savings with AI depends on breaking down data silos across fragmented systems
- 85% of healthcare and public health agency leaders report that improving data sharing and interoperability is a higher priority today than it was two years ago as organizations scale AI and pursue broader operational and value-based care goals
- 77% of organizations have already invested or plan to invest in generative or agentic AI technologies, prioritizing high-impact use cases such as administrative workflow automation, clinical documentation, and revenue cycle operations
- More than half of respondents expect AI to deliver time savings of 10-50%, while 42% anticipate moderate cost savings as initiatives mature
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“Across healthcare, AI is moving into operational environments and leaders are holding it to a higher standard,” said
AI Investment Expands Across Core Healthcare Workflows
AI investment is accelerating across healthcare organizations, with 77% of respondents reporting they have already invested or plan to invest in generative or agentic AI technologies. Organizations are prioritizing high-impact use cases such as administrative workflow automation (60%), clinical documentation and scribing (50%), and revenue cycle operations, including billing and prior authorization (47%).
These priorities reflect the mounting pressure on healthcare organizations to reduce administrative burdens and support clinicians, enabling more time for direct patient care. By automating these workflows, organizations aim to increase revenue cycle efficiency amid persistent workforce constraints and reimbursement complexity. As a result, AI investment is shifting toward practical applications shaped by internal priorities.
Interoperability Becomes Critical as AI Scales
As AI initiatives expand, 85% of healthcare leaders report that improving data sharing and interoperability has become a higher priority compared to two years ago. Operational efficiency and decision making (74%), improving the patient experience (71%), and helping drive value-based care (64%) were cited as the primary drivers behind increased focus on interoperability.
This shift reflects a broader change in how healthcare organizations view interoperability — not only as a compliance requirement but as a strategic enabler of scalable AI initiatives. Compared to Snowflake’s 2023 survey, where improving patient care and coordination ranked as the top driver, operational efficiency and decision-making now lead as primary motivators for interoperability. While internal data sharing is already widespread at 82%, leaders acknowledge that connecting systems across departments and partners will be critical to expanding AI across the organization.
Leaders Expect Measurable Returns
Healthcare organizations increasingly expect AI investments to deliver quantifiable results. Fifty-two percent of respondents anticipate time savings between 10% and 50%, while 42% expect moderate cost savings as AI initiatives mature.
These findings reflect a shift toward evaluating AI through a more operational lens, with leaders placing greater emphasis on measurable productivity and efficiency gains. Respondents also cite mature data governance as an important contributor to AI effectiveness, underscoring the role of trusted, connected data in supporting scalable AI.
“AI is rapidly becoming embedded in mission-critical healthcare workflows,” said
Learn More:
- Read the full research report, “The Future of AI + Interoperability in Healthcare Report,” and learn more about the findings in this blog post.
- Explore Snowflake’s solutions for healthcare organizations within the AI Data Cloud for Healthcare & Life Sciences.
- Stay on top of the latest news and announcements from Snowflake on LinkedIn and X.
Methodology
The 2026 Future of AI + Interoperability in Healthcare Report is based on responses from 183 US senior healthcare leaders across providers, payers, health systems, non-profit health organizations and public health agencies. The online survey was conducted in collaboration with Hakkoda, an
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