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

Trendingnow

1

Jeff Bezos wants the bottom half of earners to pay zero income tax—he says nurses making just $75K should save $12K a year

2

Uber CEO says rideshare 'freed up' his son from having to get a driver’s license—and he's one of many Gen Zers who aren’t willing to drive

3

Indeed chief economist says we’re entering an era of ‘great mismatch’ thanks to a generational imbalance of workers

1

Jeff Bezos wants the bottom half of earners to pay zero income tax—he says nurses making just $75K should save $12K a year

2

Uber CEO says rideshare 'freed up' his son from having to get a driver’s license—and he's one of many Gen Zers who aren’t willing to drive

3

Indeed chief economist says we’re entering an era of ‘great mismatch’ thanks to a generational imbalance of workers
ConferencesBrainstorm AI

A.I. strategy: The risks and benefits of going ‘all in’ versus pursuing incremental changes

By
Declan Harty
Declan Harty
Down Arrow Button Icon
By
Declan Harty
Declan Harty
Down Arrow Button Icon
November 10, 2021, 11:06 AM ET

Corporate America is waking up to the fact that artificial intelligence is no longer avoidable. 

What was once a fringe technology more widely known for its depictions in Hollywood than its use by a few digital-savvy companies out of Silicon Valley has become a necessity for companies that do everything from work on cloud computing to making cereal. It’s a worthwhile push, too. Accenture has found that the top 10% of companies that have invested in technologies like cloud and A.I. have tended to grow their revenues at five times the rate of the bottom 25%, on average.

How executives and boards integrate A.I. throughout their companies’ operations and businesses remains very much up for debate, though. 

For the Silicon Valley–like companies whose business models hinge on technology, A.I. has long been an area of interest. Unity Technologies senior vice president of A.I. Danny Lange, for one, noted that at many of the companies he has worked at—Microsoft, Amazon, Uber, and now Unity—A.I. was always viewed as scalable across the entire organization. Most recently, Lange said, Unity has managed to dramatically expand its stake in the video gaming market, thanks to its use of machine learning and A.I.

Even Mastercard, a payments company whose roots trace back 55 years, has been doing as much as it can to interweave A.I. throughout the entire organization as quickly as it can.

“A.I. is not a pet project of a senior executive or management committee member,” noted Rohit Chauhan, Mastercard executive vice president of A.I. “The board said, ‘For us to survive, we need to put A.I. into the fabric of Mastercard.’”

There is a different breed of company out there, though. Take Stanley Black & Decker, the 178-year-old firm whose brands populate hardware stores around the world. With a business that surely has processes, technical systems, and employees whose time at the company all trace back decades, Stanley Black & Decker is part of a different corner of corporate America than the likes of Unity, Uber, and Mastercard. So, the toolmaker has moved forward with its adoption of A.I. gradually.

“A large organization cannot do everything on day one. You’ve got to prioritize,” chief A.I. officer Mukesh Dalal noted. “What should we do today? And what can we leave for tomorrow?”

But Unity’s Lange warns that in his field, a company moving to slowly adopt A.I. can face a tremendous risk: a younger, faster-growing, and tech-first competitor. “Speed matters,” Lange said. “It’s an escape out, saying let’s do it incrementally. Because then we’ll do it over here, then we’re into A.I., and the rest of the company doesn’t change. It’s really important to get into every corner of the company. Otherwise you can cheat at the border.”

Even then, though, the fact that companies ranging from Kellogg and Stanley Black & Decker to Unity and Google are all working on A.I. within their businesses—albeit at different speeds—speaks to a new age of technological familiarity in corporate America’s highest ranks.

“Are we trying to ring the cash register? Are we trying to invest in a capability writ large, pay your way as you go, [and] turn into a profit center?” Kellogg chief global growth officer Monica McGurk said at the conference. “Those are choices that you can make, depending on the top-down endorsement and the vision and speed with which the company wants to go. It all starts with that road map.”

More must-read business news and analysis from Fortune:

  • From Delta to Southwest, the airlines in the best—and worst—shape going into a chaotic holiday season
  • How a risky bet on the Shiba Inu coin made this warehouse manager a millionaire
  • Patagonia doesn’t use the word “sustainable.” Here’s why
  • Will monthly child tax credit payments continue in 2022? Their future rests on Biden’s Build Back Better bill
  • “I’m afraid we’re going to have a food crisis”: The energy crunch has made fertilizer too expensive to produce, says Yara CEO

Subscribe to Fortune Daily to get essential business stories delivered straight to your inbox each morning.

About the Author
By Declan Harty
LinkedIn iconTwitter icon
See full bioRight Arrow Button Icon

Latest from our Conferences

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
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest from our Conferences

A photo taken during the Maroon Bells bicycle ride during Fortune Brainstorm Tech 2019 in Aspen, Colorado. (Photo: Fortune)
InnovationBrainstorm Tech
Fortune Brainstorm Tech 2026 will be brilliant
By Andrew NuscaMay 22, 2026
2 days ago
Clinical Psychologist Daniel Wendler
ConferencesWorkplace Innovation Summit
A ‘proudly autistic’ workplace expert says putting neurodivergent employees in a typical office is like dropping a polar bear in Austin, Texas
By Tristan BoveMay 20, 2026
4 days ago
lucas
ConferencesWorkplace Innovation Summit
Trump’s EEOC chair is suing The New York Times because ‘we should bring it on behalf of white workers too’
By Nick LichtenbergMay 20, 2026
4 days ago
Fortune Workplace Innovation Summit logo
ConferencesWorkplace Innovation Summit
Fortune Workplace Innovation Summit 2026 livestream
By Fortune EditorsMay 19, 2026
6 days ago
burke
ConferencesAthletic Gear
The CEO of Trek Bicycle reads 52 books a year, hates smartphones, and thinks Milton Friedman was wrong
By Nick LichtenbergMay 6, 2026
19 days ago
mark
ConferencesHospitality
Hyatt’s CEO has built a ‘family’ culture for 20 years. Now he’s leaning on it
By Nick LichtenbergApril 30, 2026
25 days ago

Most Popular

Jeff Bezos wants the bottom half of earners to pay zero income tax—he says nurses making just $75K should save $12K a year
Success
Jeff Bezos wants the bottom half of earners to pay zero income tax—he says nurses making just $75K should save $12K a year
By Preston ForeMay 21, 2026
4 days ago
Uber CEO says rideshare 'freed up' his son from having to get a driver’s license—and he's one of many Gen Zers who aren’t willing to drive
Lifestyle
Uber CEO says rideshare 'freed up' his son from having to get a driver’s license—and he's one of many Gen Zers who aren’t willing to drive
By Sasha RogelbergMay 24, 2026
16 hours ago
Indeed chief economist says we’re entering an era of ‘great mismatch’ thanks to a generational imbalance of workers
Success
Indeed chief economist says we’re entering an era of ‘great mismatch’ thanks to a generational imbalance of workers
By Emma BurleighMay 22, 2026
3 days ago
Inside the 'stealth wealth' playbook: How Silicon Valley's elite buy multimillion-dollar mansions without leaving a paper trail
Real Estate
Inside the 'stealth wealth' playbook: How Silicon Valley's elite buy multimillion-dollar mansions without leaving a paper trail
By Sydney LakeMay 24, 2026
17 hours ago
Apple’s Steve Wozniak says he cofounded the tech giant after 5 rejections from HP—not to ‘make money.’ For years, his paycheck was just $50
Success
Apple’s Steve Wozniak says he cofounded the tech giant after 5 rejections from HP—not to ‘make money.’ For years, his paycheck was just $50
By Preston ForeMay 22, 2026
3 days ago
Bolt CEO says he let go of his entire HR team for creating problems that didn’t exist: ‘Those problems disappeared when I let them go’ 
Workplace Culture
Bolt CEO says he let go of his entire HR team for creating problems that didn’t exist: ‘Those problems disappeared when I let them go’ 
By Preston ForeMay 19, 2026
5 days 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.