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To Win With AI, Enable Continuous Innovation Instead Of Multi-Year Transformations


Abhijeet Vaidya

Head of Data & AI Practice, Emids

Jul 30, 2026

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    For years, healthcare modernization has followed a familiar playbook: define a long-term roadmap, secure funding, launch a large transformation program, and expect the organization to emerge several years later with a modern technology foundation.

    But what happens when the business changes faster than the modernization program? Healthcare organizations are navigating financial pressure, changing regulations, workforce shortages, rising consumer expectations, and rapid advances in AI, all at the same time. A transformation roadmap conceived today may be solving a very different set of business challenges by the time it reaches completion.

    That tension was at the heart of an executive roundtable at the Emids Healthcare Summit 2026, where leaders from health systems, payer organizations, health technology companies, and industry analysts compared their experiences with modernization. The conversation challenged a familiar assumption: that meaningful transformation requires large, multi-year programs. Instead, a different approach emerged, one built around continuous progress, measurable outcomes, and the ability to adapt without disrupting the business.

    The Big Bang Is Losing Its Appeal

    Large-scale transformations promise comprehensive change. They also consume significant capital, compete with shifting business priorities, and can test executive patience long before meaningful value is realized.

    The alternative discussed was not smaller ambition. It was a different way of delivering it. Rather than modernizing everything at once, organizations can focus on one complete business capability at a time, integrating people, processes, applications, and data from end to end. One analogy from the discussion captured this particularly well: instead of renovating an entire house at once, modernize one room completely before moving to the next.

    The goal is to create momentum. Deliver value. Learn. Then expand. For healthcare organizations that cannot afford to interrupt critical clinical and administrative operations, this approach offers a practical path to modernization without waiting years for outcomes.

    Don’t Use AI to Make Broken Processes Faster

    AI introduces a powerful new question into the modernization conversation: should organizations use it to automate existing workflows, or use it as an opportunity to rethink how work gets done?

    Simply layering AI onto decades-old processes risks accelerating inefficiency. A broken process does not become a better process simply because it runs faster.

    At the same time, healthcare cannot discard critical systems and workflows overnight. Modernization must accommodate the operational reality of organizations that continue to serve patients, providers, and members every day.

    The opportunity is to use AI not as a wrapper around the past, but as a catalyst for questioning what should be preserved, what should be redesigned, and what may no longer be necessary at all.

    The Hardest Part of Modernization Is Still Human

    Technology is rarely the only reason transformation struggles. As automation and AI become more deeply embedded in healthcare operations, organizations are confronting questions that have little to do with architecture or platforms. How will roles change? Which skills will become more important? How should leaders communicate change? And how do organizations bring employees along rather than simply deploying new technology around them?

    The roundtable reinforced that workforce readiness cannot be separated from modernization strategy. Education, reskilling, transparent communication, and clear pathways for employees to adapt are not secondary considerations. They directly influence whether new capabilities are adopted and whether technology investments deliver their intended value. Technology may enable transformation. People determine whether it takes hold.

    Technology Starts Aging the Moment You Deploy It

    One of the most memorable observations from the discussion was also one of the simplest: technology begins depreciating the moment it is deployed.

    That reality calls into question the traditional cycle of waiting five or seven years between major transformation programs. By the time one modernization initiative is complete, new technologies have emerged, regulations have evolved, and business priorities have shifted.

    Continuous modernization offers a different model. Instead of periodically reinventing the enterprise, organizations can separate major strategic transformations from continuous improvement. Smaller teams can modernize processes, optimize workflows, and introduce new capabilities on an ongoing basis, while larger investments remain focused on a limited number of enterprise priorities. The result is not constant disruption. It is an organization designed to continuously evolve.

    Stop Measuring the Project. Measure the Outcome.

    Modernization can no longer be justified simply because a platform is old or a technology has reached end of life. With healthcare organizations under sustained financial pressure, every investment is increasingly expected to demonstrate tangible business value.

    That changes how modernization should be prioritized. The most valuable initiatives are not necessarily the largest. They are the ones that can improve operational efficiency, simplify clinician workflows, strengthen revenue cycle performance, enhance patient or member experiences, or create the flexibility to respond faster to future change.

    The discussion reinforced a simple principle: modernization should be measured by the outcomes it enables, not the size of the program behind it.

    Modernization Is No Longer a Destination

    Healthcare will always face another regulatory change. Another technology shift. Another emerging business model. Another set of expectations from patients, members, providers, and employees. The goal, therefore, cannot be to finally “finish” modernization.

    Organizations that succeed will not necessarily be those with the newest platforms or the largest transformation budgets. They will be the ones that can adapt continuously, deliver measurable value, and introduce change without disrupting the business they are trying to improve.

    Perhaps that is the real shift healthcare needs to make. Modernization is no longer a once-in-a-decade program designed to catch up with the future. It is becoming a core business capability for continuously responding to what comes next.

    This article was inspired by the perspectives shared during the Modernization Without the Multi-Year Distraction executive roundtable at the Emids Healthcare Summit 2026. My sincere thanks to the healthcare leaders whose practical experiences and candid insights helped shape the ideas captured here.

    Roundtable Participants