Tuesday, March 17, 2026

STAT+: Implementing AI is hard: Three safety-net clinics on the challenges

The use of artificial intelligence (AI) in healthcare has been a topic of discussion for many years. With the potential to revolutionize the way healthcare is delivered, AI has been touted as a game-changer in the industry. However, as with any new technology, there have been both successes and challenges in its implementation. In order to get a better understanding of the real impact of AI in healthcare, the AI Prognosis newsletter recently spoke to three federally qualified health centers (FQHCs) to honestly evaluate where AI worked and where it didn’t.

FQHCs are community-based healthcare providers that receive funding from the Health Resources and Services Administration (HRSA) to provide services to underserved populations. These centers serve a vital role in providing affordable and accessible healthcare to millions of people across the United States. With the increasing pressure to improve efficiency and reduce costs, many FQHCs have turned to AI as a solution. However, the results have been mixed.

One of the FQHCs interviewed, located in a rural area, has been using AI to improve patient outcomes and reduce costs. The center has implemented a chatbot system that uses AI to communicate with patients and provide them with basic medical advice. This has not only reduced the workload of the center’s staff, but it has also improved access to healthcare for patients in remote areas. The chatbot is available 24/7, which means patients can get medical advice at any time, without having to wait for an appointment. This has been particularly beneficial for patients with chronic conditions who require regular monitoring and support.

Another FQHC, located in an urban area, has been using AI to improve its administrative processes. The center has implemented a predictive analytics system that uses AI to analyze patient data and identify those at risk of developing chronic conditions. This has allowed the center to proactively reach out to these patients and provide them with preventative care, thereby reducing the number of emergency visits and hospitalizations. The center has also used AI to streamline its appointment scheduling system, resulting in reduced wait times for patients and improved efficiency for the staff.

However, not all FQHCs have had the same success with AI. One center, located in a low-income neighborhood, tried to implement an AI-powered system to assist with medical diagnoses. However, the system was not able to accurately diagnose patients from diverse backgrounds, leading to misdiagnoses and delays in treatment. The center also faced challenges in training its staff to use the system effectively, resulting in resistance to its adoption. As a result, the center had to discontinue the use of the AI system and look for other solutions to improve patient care.

These honest evaluations from the FQHCs highlight the importance of understanding the limitations of AI and the need for proper implementation and training. While AI has the potential to improve healthcare outcomes and reduce costs, it is not a one-size-fits-all solution. Each healthcare center must carefully assess its needs and capabilities before implementing AI.

The use of AI in healthcare is still in its early stages, and there is much to be learned. However, the experiences of these FQHCs provide valuable insights into the potential of AI and the areas that need further improvement. As technology continues to advance, it is crucial for healthcare providers to stay informed and open to new solutions, while also being mindful of the ethical considerations surrounding AI.

In conclusion, the use of AI in healthcare has shown promise in improving patient outcomes and reducing costs. However, its success depends on proper implementation and understanding of its limitations. The experiences of these three FQHCs serve as a reminder that while AI can be a valuable tool, it is ultimately the human touch and empathy that is at the core of healthcare. As we continue to explore the potential of AI, let us not forget the importance of human connection in delivering quality healthcare to all.

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