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

Companies are stumped on generative A.I. training because it’s just changing too fast: ‘I can’t tell every single person how the job is going to be different’

By
Jo Constantz
Jo Constantz
,
Mia Gindis
Mia Gindis
and
Bloomberg
Bloomberg
Down Arrow Button Icon
By
Jo Constantz
Jo Constantz
,
Mia Gindis
Mia Gindis
and
Bloomberg
Bloomberg
Down Arrow Button Icon
July 31, 2023, 11:13 AM ET
worker at laptop
How do you really train workers on an ever-evolving technology like generative A.I.?Getty Images

As report after report prophesies how generative artificial intelligence will upend millions of jobs, many white-collar workers are wondering what it will all mean.

Recommended Video

The release of ChatGPT in November spurred a surge of excitement and fear about the potential of this kind of technology to transform work. But change, especially at large organizations, takes time. In many cases, the hype has far outstripped companies’ ability to adapt. In the meantime, many employees — keen to stay ahead of the curve and lighten their workload — are waiting in limbo for employers to give clear guidelines and training.

Over 85% of employees believe they will need training to address how AI will change their jobs, according to a survey of about 13,000 workers across 18 countries by Boston Consulting Group Inc. So far less than 15%, though, have recieved any.

That may be about to change. While some companies have banned tools like ChatGPT outright or restricted its use, citing information security concerns, others have gone all-in on generative AI, scrambling to build and launch company-wide training programs to get staff up to speed. 

For consulting firm PricewaterhouseCoopers LLP, that means rolling out mandatory training to its entire US workforce over the course of five months, starting in August. Given the concern among workers about what AI means for their jobs, PwC’s US Chief People Officer Yolanda Seals-Coffield said the first step is demystifying the technology. “The sooner we can get out and start to teach people about this technology, the sooner we can dispel some of that,” she said. 

The company is dividing its workforce into three layers based on how deeply each needs to understand the new technology. The first and the broadest is mandatory training to bring all employees, regardless of role, up to speed on generative AI basics: what it is, how it works, best practices and how to use it ethically and responsibly. 

A more defined second and third tier consist of software engineers, who need more technical training in order to integrate AI into internal systems, and senior leaders, who need a thorough understanding so that they can help clients transform their own businesses. “We don’t want and don’t need to have 75,000 deep subject matter technologists. That’s not the goal,” Seals-Coffield said. 

Though the training roadmap is detailed, the firm explicitly chose not to extend it past December. “Quite frankly we didn’t go beyond that because we think the technology will continue to evolve,” Seals-Coffield said. “We want to make sure that we’re not stuck and committed to something that by January will need to be completely redone.”

Meanwhile, other firms, such as Booz Allen Hamilton Inc., are taking a slightly less structured approach. The consulting company also offers formal training, though it’s voluntary and typically done on employees’ own time. Staff are given the opportunity to attend two virtual sessions per week on best practices, according to Jim Hemgen, head of strategic talent development. The firm also taps new hires for a full-time version of the same training program that’s recently been retooled with a stronger focus on generative AI.

Digital consultancy Publicis Sapient is tackling the AI question in a more targeted way. Although instruction will vary by the nature of job, the company will require that all employees learn prompt engineering, or the process of crafting precise questions to get the best answers from the chatbot, according to Chief People Officer Kameshwari Rao. As a first step, all engineers are being asked to complete this training by September. 

Other companies are opting for a more learn-by-doing approach. Earlier this year Jeff Maggioncalda, the chief executive officer of online learning platform Coursera Inc., said the company would reimburse any employee who wanted to upgrade to the enterprise version of ChatGPT. Staff were encouraged to experiment with it as much as possible in their work and share what they learned in a dedicated Slack channel and in regular all-hands meetings. For Maggioncalda, speed was the most important thing, and that meant getting the new tech into the hands of his employees immediately so they could start learning as soon as possible.

Ultimately, though, Maggioncalda says he’s realized this kind of organizational transformation can’t be entirely bottom-up, with employees figuring out how to use it on their own, or top-down, with senior leaders dictating how everything should be done. Maggioncalda says middle managers will be a big part of the process, and that they will need to be taught how to teach their direct reports how to do their jobs differently — training that Coursera is now working on developing.

“I can’t tell every single person how the job is going to be different,” he said. “But you can’t just say, ‘Oh go figure it out.’”

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 Authors
By Jo Constantz
See full bioRight Arrow Button Icon
By Mia Gindis
See full bioRight Arrow Button Icon
By Bloomberg
See full bioRight Arrow Button Icon

Latest in Success

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
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • Future 50
  • World’s Most Admired Companies
  • See All Rankings
Sections
  • Finance
  • Leadership
  • Success
  • Tech
  • Asia
  • Europe
  • Environment
  • Fortune Crypto
  • Health
  • Retail
  • Lifestyle
  • Politics
  • Newsletters
  • Magazine
  • Features
  • Commentary
  • Mpw
  • CEO Initiative
  • Conferences
  • Personal Finance
  • 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
About Us
  • About Us
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Most Popular

placeholder alt text
North America
'I meant what I said in Davos': Carney says he really is planning a Canada split with the U.S. along with 12 new trade deals
By Rob Gillies and The Associated PressJanuary 28, 2026
2 days ago
placeholder alt text
Politics
The American taxpayer spent nearly half a billion dollars deploying federal troops to U.S. cities in 2025, CBO finds
By Nick LichtenbergJanuary 28, 2026
2 days ago
placeholder alt text
C-Suite
Jeff Bezos capped his Amazon salary at $80,000: ‘How could I possibly need more incentive?’
By Sydney LakeJanuary 28, 2026
2 days ago
placeholder alt text
C-Suite
Fortune 500 CEOs are no longer giving employees an A for effort. Now they want proof of impact
By Claire ZillmanJanuary 28, 2026
2 days ago
placeholder alt text
Investing
Jerome Powell got a direct question about the U.S. ‘losing credibility’ and the soaring price of gold and silver. He punted
By Eva RoytburgJanuary 29, 2026
1 day ago
placeholder alt text
Personal Finance
Current price of silver as of Thursday, January 29, 2026
By Joseph HostetlerJanuary 29, 2026
1 day 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.


Latest in Success

Sweat cofounder Kayla Itsines
SuccessHow I made my first million
She founded a $400 million fitness app and became a self-made millionaire at 22—but Kayla Itsines says real cash flow came after buying a gas station
By Emma BurleighJanuary 30, 2026
3 hours ago
SuccessCareers
Kevin Warsh went from selling racetrack pencils to Trump’s new Fed chair pick. His advice for Gen Z: Merit is the ultimate currency in the workplace
By Preston ForeJanuary 30, 2026
4 hours ago
A man works on two computers while a coworker looks on in the background.
AIGen Z
Gen Z believes using AI is making their colleagues dumb and lazy, but may paradoxically see it as key to their own promotion, Wharton says
By Sasha RogelbergJanuary 30, 2026
11 hours ago
kermit
Arts & EntertainmentTV
The saga of the billion-dollar sock: The Muppets’ 50th birthday marks a long and profitable run
By Jared Bahir Browsh and The ConversationJanuary 29, 2026
21 hours ago
ms shirley
LawObituary
TikTok’s ‘Ms. Shirley,’ who drew 5 million followers watching her care for the homeless, dies at 58
By Rebecca Boone and The Associated PressJanuary 29, 2026
24 hours ago
Sam Altman
SuccessCareers
OpenAI CEO Sam Altman opts to text in lowercase—but Gen Z shouldn’t copy him if they want a shot at starting their career, experts say
By Preston ForeJanuary 29, 2026
1 day ago