While much of the public conversation around artificial intelligence in healthcare centers on breakthrough applications, Simcha Hyman is focused on a more fundamental challenge: data infrastructure. As CEO of TriEdge Investments, Hyman argues that without strong, standardized data systems, AI tools will never achieve their potential in clinical environments. His investment strategy reflects this belief, with significant resources directed toward preparing long-term care facilities to support scalable, interoperable, and secure AI deployment.
Many healthcare organizations struggle with fragmented data spread across incompatible systems. This issue is particularly acute in long-term and post-acute care, where transitions between providers often involve faxed records, manual entry, and conflicting formats. Simcha Hyman identifies this fragmentation as a critical barrier to both quality care and successful AI adoption. TriEdge Investments is working to streamline data consolidation efforts, helping facilities migrate to platforms that can feed clean, structured data into AI engines without creating additional burdens on staff.
Central to Hyman’s approach is the concept of a “data lakehouse”—a centralized, standardized environment where structured and unstructured data can coexist and be accessed by analytics tools in real time. In practice, this means enabling documentation systems, clinical apps, and communication tools to all operate from a unified data layer. According to Simcha Hyman, this architecture simplifies implementation, improves reliability, and makes it easier to layer in AI capabilities like predictive alerts or automated documentation.
Security and compliance are foundational to this infrastructure work. Healthcare data is among the most regulated categories of information, and AI tools must operate within strict privacy frameworks. Simcha Hyman ensures that every infrastructure project at TriEdge includes built-in audit trails, encryption standards, and access controls aligned with HIPAA and other regulatory requirements. These safeguards are not just technical necessities—they are also confidence builders for facilities wary of embracing digital transformation.
Another key advantage of improved infrastructure is the ability to train AI systems more effectively. Simcha Hyman notes that many AI deployments fail because they are fed inconsistent or incomplete datasets, leading to poor results and user mistrust. With standardized data inputs, AI tools can learn from broader patterns, produce more accurate outputs, and adapt faster to evolving clinical protocols. Hyman’s goal is to enable each facility to become an active participant in the development of AI models tailored to its specific workflows and patient populations.
Beyond enabling AI, the infrastructure investments made by TriEdge have direct operational benefits. Facilities that adopt centralized data systems report improved staff coordination, fewer duplicate entries, and quicker access to patient history. Simcha Hyman emphasizes that these improvements are especially critical in long-term care, where patients often have multiple comorbidities and care plans that change frequently. Better data systems mean faster decision-making and fewer errors—benefits that extend to every department.
Simcha Hyman also sees infrastructure as a competitive differentiator. In an increasingly digital healthcare landscape, facilities with robust systems will be better positioned to adopt new tools, attract top staff, and meet evolving payer expectations. TriEdge’s work is helping its partner organizations future-proof their operations by creating flexible, interoperable platforms that can grow alongside technology advancements. For Hyman, infrastructure is not just a means to support AI—it is a long-term asset that defines an organization’s readiness to innovate.
As artificial intelligence continues to influence the evolution of healthcare, Simcha Hyman’s perspective offers a grounded reminder: sophisticated tools require solid foundations. Through his leadership at TriEdge Investments, Hyman is ensuring that those foundations are being built deliberately, securely, and in close collaboration with the people who will rely on them every day.