In Clinical Care, AI Still Has to Crack the Value Proposition

UB and its partners are uniquely positioned to apply AI to the health care sector, Govindaraju said. This includes Empire AI, the statewide research consortium whose supercomputing infrastructure is housed at UB, as well as hundreds of UB researchers employing AI for the public good, many of whom are working in health-related fields. Launched under the Global Initiative on AI for Health, this brief offers a roadmap harnessing this potential responsibly while safeguarding cultural heritage and data sovereignty. Launched under the Global Initiative on AI for Health, this brief offers a roadmap harnessing this potential responsibly while safeguarding cultural heritage and data sovereignty. As trust in AI grows, most decision-makers are turning to established RCM providers like Waystar for scalable, secure integration. “We’re committed to pushing the boundaries of preventive care, improving both life expectancy and quality of life for people around the world,” added Vargas.

AI enhances these platforms by translating complex medical information into understandable formats, considering factors such as the patient’s environment and current health status. “Many of these applications still have limited validation, whether for clinical outcomes or ROI,” he says. The new brief showcases experiences in many countries using AI to unlock new frontiers in personalized care, drug discovery, and biodiversity conservation. According to Medi-Tech Insights, the global Agentic AI in Healthcare market is poised for exceptional growth, projecting a robust 35-40% CAGR between 2025 and 2030. The surge is driven by increasing demand for personalized healthcare solutions, rapid advances in AI technology, and the healthcare industry’s strategic shift toward preventive care.

• This faster drug discovery process could lead to more effective treatments reaching patients sooner, potentially transforming disease management and care​.
• Traditional, complementary and integrative medicine (TCIM) is practiced in 170 countries and is used by billions of people.
• Current utilization and potential of AI highlight many opportunities, but there are many areas of knowledge gaps and risks.
• “We’re committed to making our customers’ experiences simpler, seamless and more reliable,” said Heather Dlugolenski, Chief Strategy Officer, Cigna Healthcare.
• The continuous evolution of AI capabilities enables healthcare providers to adopt precision diagnostics, virtual health assistants, and clinical decision support systems that drive efficiency and quality of care.

Data-driven innovation with ethical roots

• Recognizing that not everyone can afford costly news subscriptions, we are dedicated to delivering meticulously researched, fact-checked news that remains freely accessible to all.
• This initiative is a key step toward bringing Irish and international innovation directly to frontline healthcare.
• The TCIM practices are increasingly popular globally, driven by a growing interest in holistic health approaches that emphasize prevention, health promotion and rehabilitation.
• Artificial Intelligence (AI) is rapidly transforming healthcare, evolving from a conceptual tool to a practical one with real-world applications.
• As trust in AI grows, most decision-makers are turning to established RCM providers like Waystar for scalable, secure integration.
• For example, AI’s proficiency in analyzing medical imaging, particularly in fields like radiology and pathology, allows for the early detection of diseases such as cancer, which significantly improves treatment outcomes.

For the operations pillar, AI can help organize health care data, improve clinical trials and support administrative tasks. Together, these advancements will create new efficiencies in the health care sector, reducing costs and improving patient outcomes. Innovations in machine learning, deep learning, and natural language processing are empowering agentic AI systems to analyze medical data with unprecedented speed and accuracy. Enhanced computational power, integration of big data, and cloud-based AI solutions are expanding AI’s potential to provide real-time diagnostics, predictive analytics, and automated workflows in healthcare facilities. The future of healthcare lies in the seamless integration of AI technologies as partners in care, not just tools.

The Future of Patient-Centered Healthcare

In parallel, the team is finalizing a next-generation, cloud-connected retinal camera optimized for use in clinics and rural areas. Future disease modules are also in development, including a dementia screening tool powered by blood biomarker integration. In addition to the pharmacy-based rollout and FDA clearance push, the company is preparing to launch a new standalone venture to pursue a potential therapeutic candidate for diabetes. This move would integrate leadership, data, and IP under a single operating company—eliminating holding-company inefficiencies and aligning structure with strategic execution.

It’s a full-system overhaul, with AI now shaping everything from treatment plans to billing infrastructure—and a new class of innovators rising to meet the moment. “We will also soon roll out an internally-built ‘chat’ program in phases across our system,” Sheahan adds. AI-powered predictive analytics also play a crucial role in preventive care, identifying patients at risk of developing conditions like diabetes or hypertension long before symptoms appear. This early intervention strategy can prevent the onset of these diseases, significantly reducing the burden of chronic illnesses, which are among the leading causes of death worldwide​. As the co-founder of an AI healthcare tech startup, I’m witnessing firsthand this shift in the healthcare space across various applications from X-Ray to MRI imaging. AI “co-pilots” are becoming a standard for how physicians make decisions, and this is translating to more complex tasks such as ones seen in the ICU.

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“That’s why we’re creating smarter, more connected digital experiences that anticipate our customers’ needs while bringing clarity and compassion to everyday moments.” To inquire about participating in an upcoming Mastermind series or attending a HealthLeaders Exchange event, email us at

Personalized Medicine: Tailoring Treatment With AI

As Ms. Santosh Ratna Deepika Addagalla concluded, the true success of these innovations will not be measured by their technical sophistication but by how effectively they improve health outcomes and enhance patient experiences. With continued collaboration and thoughtful deployment, these technologies will help create a healthcare system that truly puts the patient at the center of care. Artificial intelligence (AI) is ushering in a transformative era for traditional medicine, one where centuries-old healing systems are enhanced by cutting- edge technologies to deliver more safe, personalized, effective, and accessible care. The continuous evolution of AI capabilities enables healthcare providers to adopt precision diagnostics, virtual health assistants, and clinical decision support systems that drive efficiency and quality of care. “We believe that the real transformative potential of AI will come from integrated, systemwide adoption,” Sheahan, a participant in the HealthLeaders Mastermind program for AI in clinical care, said in a recent e-mail Q&A.

“In the generative AI space, we are integrating various tools throughout our software stack to support a wide range of application areas, ranging from our safety event tracking system to human resources and informatics,” Sheahan says. “Exploration of EHR data is under way, utilizing internal tools to extract and code notes and radiology reports to drive workflows for incidental findings and quality.” HIHI is a national initiative supporting the development and testing of AI solutions that can make a real impact in Ireland’s healthcare system.