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Hospitals and academic medicine may lead during the GenAI revolution 

Healthcare professionals and academic leaders reviewing data on a tablet, symbolizing hospitals and academic medicine at the forefront of the GenAI revolution

Glenna Crooks, PhD and Paul Hambly, EVP of Supply at Toluna

Location matters 

The data tells a compelling story: physicians working in academic and hospital environments don’t just embrace GenAI; they see it fundamentally differently than their peers. They’re ready to embrace the GenAI revolution and show more optimism about GenAI compared to other practice settings. This mirrors the enthusiasm we see in high-volume practices: 

  • Uncovering insights: 89% vs. 86% (other practice sites)
  • Making work easier: 83% vs. 80% (other practice sites) 
  • Job efficiency: 87% vs. 83% (other practice sites)  
  • Adoption timeline (3-5 years): 91% vs. 86% (other practice sites)
Healthcare professional with elderly patient and GenAI icons, reflecting healthcare professionals’ attitudes toward generative AI adoption, patient care, and trust.

An institutional mindset 

Across every measure of GenAI optimism, hospital and teaching physicians lead the way, consistently outpacing colleagues in other practice settings in GenAI enthusiasm: 

  • Adoption timeline: 91% expect GenAI adoption within 3-5 years, compared to 86% in other practice settings. 
  • Insight recognition: 89% believe GenAI will help uncover insights they might miss, versus 86% for other settings. 
  • Efficiency expectations: 87% expect job efficiency improvements, compared to 83% in other practice settings. 
  • Job enhancement: 83% believe GenAI will make their work easier, versus 80% in other practice settings. 
  • Regulatory confidence: 47% are confident that regulators can keep pace with GenAI development, compared to 42% in other practice settings 

Embracing collaboration 

Perhaps the most revealing is how hospital-based and teaching physicians view GenAI’s impact on the healthcare workforce. Only 58% believe that GenAI will displace healthcare workers, compared to 65% of physicians in other practice settings.  

This isn’t a trivial difference. It represents a fundamentally different perspective on the role of technology in healthcare. Team-based care may be more common in these settings, and technology may be more readily accessible.  Typical hospital infrastructure may also give physicians confidence that their institutions can handle GenAI implementation challenges that might overwhelm other practice sites. If so, they will be among the most confident early adopters. 

Coming next

Our next article will reveal the views of pediatricians, whose views demonstrate a more protective instinct towards GenAI applications and its impact on patients.  

Endnote:

As part of our “AI Everywhere” strategy, Toluna is committed to helping organizations navigate the opportunities and responsibilities that AI brings with it. We partnered with Glenna Crooks, PhD, a recognized policy strategist in global healthcare, to engage over 2,000 physicians on their views of generative AI.[1]

Using Curizon, Toluna’s proprietary panel of healthcare professionals, we explored perceived benefits and risks of AI in healthcare, accountability in the event of harm, and the need for ethical guidelines. The research also examined the advisability of a GenAI Oath modeled after traditional oaths taken by healthcare professionals.


[1]This survey was scripted and programmed by Toluna and fielded in February 2026 with 2,739 healthcare professionals in Toluna’s proprietary healthcare panel Curizon. Survey author: Perso