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

Companies will need to close three gaps—value, confidence, and expertise—if they want to make AI useful

By
Lionel Lim
Lionel Lim
Asia Reporter
Down Arrow Button Icon
By
Lionel Lim
Lionel Lim
Asia Reporter
Down Arrow Button Icon
August 5, 2024, 5:31 AM ET
Debanjan Saha, CEO of DataRobot, speaks at Fortune Brainstorm AI Singapore on July 30.
Debanjan Saha, CEO of DataRobot, speaks at Fortune Brainstorm AI Singapore on July 30.Graham Uden for FORTUNE

Company leaders, at least on earnings calls, say they want to use generative AI to boost the bottom line, and Microsoft recently estimated that nearly 60% of Fortune 500 companies are using its Copilot AI assistant. 

Recommended Video

But speakers at Fortune Brainstorm AI Singapore last week warned that companies need to overcome a gap in value, confidence, and expertise if they want to leverage the benefits of employing generative AI.

“There’s a lot of excitement about AI, but translating that into business outcomes is not easy,” said Debanjan Saha, CEO of DataRobot, referring to what he called the “value gap.”

When it comes to the “confidence gap,” businesses are “not confident enough to take those AI applications or models to production, because they are not sure about the accuracy,” he continued. 

Fortunately, Saha noted, companies don’t need their workforce to have a deep level of expertise in AI and building models. Instead, “you really need people who can use these models to actually solve business problems.”

Another important element of the “confidence” gap? Figuring out how to “stay out of jail,” Saha said. 

But government scrutiny isn’t stopping companies from trying to adopt AI. “Surprisingly, the industries which are more regulated are actually using [AI] a lot, contrary to what you might think,” said Vivek Luthra, senior managing director for growth markets and ANZ data at Accenture. (Accenture is a founding partner of Brainstorm AI.) 

Luthra said that companies can approach the gaps in AI from a workforce transformation perspective. Companies need to think ahead, determine what work they will be doing in the future, and then cultivate the workers they’ll need to achieve that. 

Training the right talent could result in huge value for a firm. Luthra cited the example of a food and beverages company, an Accenture client, that used AI to create a year’s worth of marketing content in just eight days.

“That is phenomenal in terms of productivity enhancement,” he said.

But workers will need to be trained in more than just generative AI and large language models. “To be able to scale, you need to think about the competencies. Having a large language model is a small part of that,” Luthra said. 

Both speakers warned that not every firm will be able to adopt AI at the same rate. Tech and asset-light companies can be nimbler, while asset-heavy firms like manufacturing may need more time to use the new technologies. 

Saha reminded attendees that the point of generative AI is to return value to businesses, and that the “honeymoon period” is not going to last long. 

“Showing near-term value and showing some return on investment, showing some early successes—I think that’s very, very important,” Saha said.

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 Lionel LimAsia Reporter
LinkedIn icon

Lionel Lim is a Singapore-based reporter covering the Asia-Pacific region.

See full bioRight Arrow Button Icon

Latest in Tech

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
  • Future 50
  • World’s Most Admired Companies
  • See All Rankings
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
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map
  • 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

© 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 Tech

AIOpenAI
OpenAI plans to almost double its headcount this year, FT says
By Liza Tetley and BloombergMarch 21, 2026
4 hours ago
Politicsarms, weapons, and defense
The U.S. has the world’s most advanced military, but the unforgiving economics of wars in Iran and Ukraine show quantity has a quality all its own 
By Jason MaMarch 21, 2026
5 hours ago
AIAI agents
OpenAI cofounder says he hasn’t written a line of code in months and is in a ‘state of psychosis’ trying to figure out what’s possible
By Jason MaMarch 21, 2026
9 hours ago
david
CommentaryScience
The one skill that separates people who get smarter with AI from everyone else
By David Rock and Chris WellerMarch 21, 2026
14 hours ago
Geoffrey Hinton standing in front of a white and grey background.
AITech
‘Godfather of AI’ says tech companies aren’t concerned with the AI endgame. They’re focused on short-term profits instead
By Sasha RogelbergMarch 21, 2026
15 hours ago
MagazineCoding
Cursor’s crossroads: The rapid rise, and very uncertain future, of a $30 billion AI startup
By Allie GarfinkleMarch 21, 2026
15 hours ago