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Clinician trust in AI is not a one-time milestone

Susan Grant, DNP, RN
Health Technology
June 3, 2026
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The emergence of artificial intelligence (AI) in health care is reshaping how clinical teams diagnose, document, and deliver care. Adoption is rising quickly, with the American Medical Association reporting that two in three U.S. physicians already use AI tools in practice, a 78 percent increase in just one year. To keep pace with this acceleration, health care organizations must focus on building and maintaining clinical trust in the technology before it can have any impact on care delivery.

Trust isn’t a one-time milestone that happens at implementation. While giving clinicians a seat at the table early is necessary, keeping them engaged after go-live is what ultimately determines whether AI becomes a meaningful asset or another layer of friction. Sustained conversation, shared accountability, and collaboration between teams help unlock AI’s potential for real, measurable impact in health care.

Why clinical trust will define the next phase of AI adoption

Success with AI depends on how involved and aligned nurses and clinicians are in the design, deployment, and continuous improvement of the tools. Over decades in health care leadership, I’ve seen that trust is earned through listening, transparency, and follow-through, all of which require dedicated time and consistent leadership.

Clinicians are eager to be part of this conversation, with 85 percent wanting a voice in technology decisions. Their input is needed before implementation and should continue long after to maintain trust and encourage meaningful collaboration. When clinical teams are part of the creation and implementation of these solutions, AI tools can strengthen workflows, reduce burden, and ultimately improve care, rather than overcomplicating nurses’ and clinicians’ already demanding jobs. When it comes to AI, clinical trust is both a success factor and a key differentiator for results.

How to address clinician concerns and set realistic expectations

To sustain trust, organizations should address concerns early and set realistic expectations around technology with clinicians. Having a shared purpose and goal also helps keep clinicians involved. There are a number of practical strategies that hospital and health system leaders can take to ensure proper collaboration.

Involving clinical voices from day one by inviting nurses, physicians, and allied health professionals into conversations before tools are selected ensures that solutions meet clinical needs. After implementation, regular check-ins, feedback loops, and transparent updates reinforce that clinicians are partners, not just end users contributing to the technology’s success. Staying engaged also helps identify gaps for improvement and allows teams to address pain points as they arise.

Fear of replacement remains one of the biggest sources of resistance among clinical teams. Leaders need to consistently reinforce that AI exists to reduce administrative burden by streamlining documentation and supporting safe care, without diminishing the human role in patient care. Investing in training, governance, and ongoing support, including structured opportunities to learn about new technology and its impact on workflows, helps clinicians prepare to use these tools in practice. A clear AI governance policy ensures accountability, fairness, and clarity around how tools evolve over time.

Demonstrating the value of digital tools with real-world examples can also help build enthusiasm. Leaders should show how AI reduces manual tasks, surfaces information faster, and simplifies administrative work. When clinicians see direct benefits, their confidence in the possibilities grows. Together, these steps help ensure trust is built hand in hand with the clinical teams who use these tools most often.

AI’s role in supporting the workforce while preserving human connection

With responsible AI implementation, we can help reduce burnout, improve safety, and create conditions where clinicians can focus on caring for patients. Nurses, in particular, need tools that reinforce the human connection that defines our profession. Ideally, AI will streamline workflows, eliminate redundant tasks, and give time back to care teams, allowing them to devote more attention to patients and help them feel more supported by their health care teams.

There is tremendous potential in AI when it is well designed. Applications such as clinical decision support tools that surface early deterioration risks, predictive models that support staffing and patient flow, and systems that help tailor communication can be truly transformative for clinicians and patients alike. However, if they aren’t thoughtfully integrated into workflows, their potential impact is limited.

The future of health care AI will be defined by clinical trust, not technology alone. Organizations that prioritize continuous clinician engagement, shared governance, and support for the clinical workforce will position AI as a tool that helps teams rather than hold them back. Looking ahead, the systems that thrive will be those that treat trust not as a hurdle to overcome, but as a long-term partnership with the clinical teams delivering care every day.

Susan Grant is a nurse executive.

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