• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia
CommentaryConsulting

When AI meets healthcare, how should payers react? 

By
Shubham Singhal
Shubham Singhal
Down Arrow Button Icon
By
Shubham Singhal
Shubham Singhal
Down Arrow Button Icon
January 23, 2026, 9:05 AM ET
Shubham Singhal is Chair of McKinsey Global Institute; Global co-leader of McKinsey's strategic priority on geopolitics; and counselor to healthcare institutions on strategy, growth, M&A, business building, and large-scale transformations.
shubham
Shubham Singhal is Chair of McKinsey Global Institute.courtesy of McKinsey

Healthcare payers create networks, define rules, set prices, and process payments—tasks that artificial intelligence (AI) can execute well, with the right direction. The conventional wisdom is that AI-driven automation can increase efficiency, while lowering administrative and medical costs. That is true enough, but like most conventional wisdom, it’s also obvious. 

Recommended Video

Let’s go a little deeper: How can AI change how work is done? And how can payers do more for their members? 

At a typical payer, McKinsey estimates that 65% to 80% of jobs are transaction-oriented, such as claims processing; all or almost all of these could be fully automated. Another 10% to 25% of jobs are knowledge-oriented, such as pricing actuaries and medical management clinicians. The remaining jobs, including sales, are relationship oriented. For these, the automation potential is less, but generative AI (gen AI) can boost productivity in both knowledge and relationship oriented work by as much as 50% by handling tasks such as looking up information, cleaning and collating data, taking notes, and writing proposals. 

Another way to break down the payer workforce is to look at roles. “Do-ers” are individual contributors who perform the necessary day-to-day tasks. “Deciders” are executives and managers who have the authority to set strategy, allocate resources, provide approvals, and ensure sound governance. The rest, about 10% to 15%, are “interpreters.” People in these roles, including project coordinators and many middle managers above the direct supervisory layer, transmit information from the deciders to the doers or among the deciders. Agents could replace many of these interpreter roles; the same is true for the doers. 

A third way to think about today’s payer workforce is that it has been optimized to deliver human intelligence and intervention where there is sufficient benefit for affordability, access, or quality.  This could mean almost concierge-like case management for members with the most complex needs, but little personalized attention for the member navigating a routine health event.  AI could deliver intelligent support, which today is cost prohibitive, helping members to navigate, assess choices, and make informed decisions.  

Putting it all together, the vast majority of payer jobs could be automated. The productivity benefits could be substantial, and members would likely be able to access new services. But it would also be disruptive, with considerable impact on individuals. Organizations must keep this in mind, and think through the implications of such a change.  One priority is to determine how best to invest in  re-skilling, to employ people in roles that deliver care and compassion to patients, and to create new positions to develop, maintain, and monitor agentic systems.

In short, for payers, the use of AI is not a matter of installing a chatbot here and an agent there: leaders will have to rewire their organizations. Given this, here are three points of advice.  

First, keep in mind that this is above all, and from top to bottom, a human transformation. Although leaders need to be deeply versed in the technology, the priority is to be able to explain how AI fits into their vision for the future of the organization.  Healthcare payers will need to attract talent capable of leading AI engineers, data managers, and other technology professionals.  Furthermore, the workforce in knowledge- and relationship-oriented roles will need to be upskilled to become AI-superusers.  

Second, define the “why.”  The productivity and economic arguments are obvious—but far from everything.  It is essential to articulate how implementing AI advances the core mission of improving human lives and broadening healthcare access through greater affordability and more individualized support. Without connecting to meaning and purpose, a journey this bold is difficult to start and all but impossible to sustain. 

Third, be bolder. So far, AI has largely been used to streamline specific tasks and processes; given its emerging capabilities, that view is too narrow. For example, rather than tweaking today’s slow and clunky payment journey, payers could reimagine the whole system and move toward real-time intelligent settlement at the point of care. Or appropriate care navigation agents could be embedded in physicians’ workflows. As the cost of intelligence falls to next to nothing in time, members could be provided with personalized assistants to help them manage their healthcare. Boldness may extend to redesigning the economic model, with payers creating more value by meeting their members’ broad health needs.  

In previous disruptions, such as the dot-com boom, industries saw massive changes, with new entrants coming in strong. It is not a stretch to imagine that the most important players in the payer industry in 2035 will be those who harness the power of AI fastest and best.  

As the risk managers in the system, healthcare payers tend to be cautious. Of course, recklessness is never a good idea. But in a world where AI is advancing by the minute, speed and boldness are likely the safer options. 

The opinions expressed in Fortune.com commentary pieces are solely the views of their authors and do not necessarily reflect the opinions and beliefs of Fortune.

Join us at the Fortune Workplace Innovation Summit May 19–20, 2026, in Atlanta. The next era of workplace innovation is here—and the old playbook is being rewritten. At this exclusive, high-energy event, the world’s most innovative leaders will convene to explore how AI, humanity, and strategy converge to redefine, again, the future of work. Register now.
About the Author
By Shubham Singhal
See full bioRight Arrow Button Icon

Latest in Commentary

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Fortune Secondary Logo
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • World's Most Admired Companies
  • See All Rankings
  • Lists Calendar
Sections
  • Finance
  • Fortune Crypto
  • Features
  • Leadership
  • Health
  • Commentary
  • Success
  • Retail
  • Mpw
  • Tech
  • Lifestyle
  • CEO Initiative
  • Asia
  • Politics
  • Conferences
  • Europe
  • Newsletters
  • Personal Finance
  • Environment
  • Magazine
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
  • Group Subscriptions
About Us
  • About Us
  • Lists Calendar
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Lists Calendar
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in Commentary

gas
CommentaryMiddle class
The $100 oil shock is hitting the middle class like a margin call
By Katica RoyApril 21, 2026
15 hours ago
trump
CommentarySocial Security
What happens if nothing is done to fix Social Security by 2032?
By Martha SheddenApril 21, 2026
17 hours ago
ternus
CommentaryApple
This Apple doesn’t fall far from the tree: Tim Cook is leaving at a peak and John Ternus is exactly the right CEO for the AI era
By Jeffrey Sonnenfeld and Steven TianApril 20, 2026
1 day ago
trump
CommentaryZoom
The U.S. has a $282 billion trade surplus you’ve never heard of — and it’s at risk
By Josh KallmerApril 19, 2026
3 days ago
benioff
CommentarySalesforce
AI’s next act: how Salesforce is turning efficiency gains into revenue
By Keith Ferrazzi and Wendy SmithApril 18, 2026
4 days ago
trump
CommentaryWhite House
Trump has already endorsed the Monroe Doctrine. Now he needs to endorse the Truman Doctrine
By Robert HormatsApril 18, 2026
4 days ago

Most Popular

$166 billion in tariff refunds just became available, but small businesses may already be at a disadvantage
Law
$166 billion in tariff refunds just became available, but small businesses may already be at a disadvantage
By Sasha RogelbergApril 20, 2026
1 day ago
Jeff Bezos once gave Eva Longoria and the admiral behind Osama bin Laden's capture $100 million—but she says you don't need wealth to give back
Success
Jeff Bezos once gave Eva Longoria and the admiral behind Osama bin Laden's capture $100 million—but she says you don't need wealth to give back
By Orianna Rosa RoyleApril 21, 2026
19 hours ago
This talent CEO says laid-off tech workers are ignoring a $300K ‘white-collar trade job’ with 81K openings a year
Economy
This talent CEO says laid-off tech workers are ignoring a $300K ‘white-collar trade job’ with 81K openings a year
By Jake AngeloApril 20, 2026
1 day ago
The tables have turned: Florida and Texas are the biggest losers in the housing market as Ohio emerges a surprise winner
Real Estate
The tables have turned: Florida and Texas are the biggest losers in the housing market as Ohio emerges a surprise winner
By Sydney LakeApril 21, 2026
8 hours ago
Meet John Ternus, the 51-year-old former swimming champ who will succeed Tim Cook as Apple CEO
Big Tech
Meet John Ternus, the 51-year-old former swimming champ who will succeed Tim Cook as Apple CEO
By Dave Smith and Fortune EditorsApril 20, 2026
1 day ago
'Something sinister could be happening': FBI looks into dead or missing nuclear and space defense scientists tied to NASA, Blue Origin, and SpaceX
Politics
'Something sinister could be happening': FBI looks into dead or missing nuclear and space defense scientists tied to NASA, Blue Origin, and SpaceX
By Catherina GioinoApril 21, 2026
7 hours ago

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.