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

Trendingnow

1

Mark Cuban says he has the solution to growing income inequality, and it's to reward every employee—from CEO to janitor—with company stock

2

‘I want to die broke’: Billionaire philanthropist Denny Sanford dies after giving away $4 billion

3

OpenAI says its AI models secretly broke out of a secure test environment and hacked into AI company Hugging Face in order to cheat on an evaluation

1

Mark Cuban says he has the solution to growing income inequality, and it's to reward every employee—from CEO to janitor—with company stock

2

‘I want to die broke’: Billionaire philanthropist Denny Sanford dies after giving away $4 billion

3

OpenAI says its AI models secretly broke out of a secure test environment and hacked into AI company Hugging Face in order to cheat on an evaluation
ConferencesBrainstorm AI

How companies from FedEx to Intel are getting their A.I. projects to the finish line

Anne Sraders
By
Anne Sraders
Anne Sraders
Down Arrow Button Icon
Anne Sraders
By
Anne Sraders
Anne Sraders
Down Arrow Button Icon
November 10, 2021, 5:59 PM ET
Add Fortune on Google for similar content.

Whether at semiconductor giant Intel or retailer Gap Inc., companies across disparate industries are increasingly working to incorporate artificial intelligence into their operations. But one of the potential pain points is how to scale an A.I. project from the idea and gestation period to a full-fledged integration in the business.

To help prevent hitches, Sundari Mitra, chief incubation officer, corporate vice president, and general manager of the emerging growth and incubation (EGI) group at Intel, believes that “if we start doing everything too big of a scale right from the get go, it doesn’t work,” she told the audience at Fortune‘s Brainstorm A.I. conference in Boston on Tuesday. So with A.I. projects, “the strategy we’re using is: go small, go really fast, but connect them up.”

At Intel, Mitra explained, leaders are able to get those ideas from incubation to integration by allowing engineers to have assignments, approved by their manager, to work on projects for typically 12 weeks at a time—funded by Intel’s incubation team. After that, they “figure out how can we roll it into the right business unit so that it’s going to be successful,” she said.

Ray Bajaj, the senior vice president and chief technology officer of Cardinal Health, noted that “for us, we don’t look at [it] as big or small—we look at the strategic focus areas of the organization” and how A.I. can be leveraged to support those. At Cardinal Health, that includes areas like managing the company’s supply chain (a theme that came up often at the conference) and improving patient outcomes with medication adherence and chronic-care management.

“The biggest stumbling block” in scaling up from proof-of-concept to integration, according to Vimal Kohli, the head of data science and analytics at Gap, is a lack of clarity around the reason for a project. “What’s the purpose?”

In that sense, thinking about projects fitting into a bigger goal is also something Kohli believes is important. “We’re trying to get away from initiatives that are episodic and individual. We’re trying to go after larger outcomes” to grow the business, and “the ideas fit into those long term goals,” he said. At Gap, that could include projects like working to reduce return rates from online shopping by addressing issues with sizing charts and fit.

Whether on a big or small project, Tony Kreager, the vice president of data engineering and data science at FedEx Dataworks, has a very particular method for getting something across the finish line. “Our framework for delivery is six days, six weeks, and six months,” he said. “Within six days, we normally have within our experimentation environment some form of output somebody can touch and feel.” Once the relevant business unit has been able to examine the idea, he said, “they’re immediately giving us feedback within six days, and it’s ugly, I’m not gonna lie.”

But within six weeks, Kreager continued, “we’re deciding whether we’re going to actually build out the hardened infrastructure to do it at scale,” and within six months, they’ve built out product teams and are working to deploy it in the business.

Key to Kreager’s strategy is to give things a chance—at least for a little while. He said he and his colleagues almost never say “no” to an idea “until after the six-day period that proves it’s showing no promises, or the cost to do it will be too high,” he said. “We don’t kill innovation at all until six days of trying it.”

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 straight to your inbox each morning.

About the Author
Anne Sraders
By Anne Sraders
LinkedIn iconTwitter icon
See full bioRight Arrow Button Icon
Add Fortune on Google for similar content.

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
  • TikTok icon
  • YouTube icon

Latest from our Conferences

At Fortune Brainstorm Tech 2026, Chris Bedi, Chief Customer Officer and Enterprise AI Advisor, ServiceNow; China Widener, Vice Chair and US Technology, Media & Telecommunications Industry Leader, Deloitte; and Phil Wiser, Chief Technology Officer, Paramount, speak on a panel with Kristin Stoller, Fortune editorial director.
NewslettersFortune Workplace Innovation
This tech CEO fired 80% of his workforce over AI resistance. Here’s what he’s learned since then
By Kristin StollerJune 15, 2026
1 month ago
Courtney Robinson, head of policy and communications, at Akoya speaks on a panel at Fortune Brainstorm Tech 2026.
RetailBrainstorm Tech
AI shopping agents are coming. No one is ready for them
By Jeremy KahnJune 12, 2026
1 month ago
The head of Claude Code hasn’t ‘written a line of code by hand’ in 8 months
ConferencesBrainstorm Tech
The head of Claude Code hasn’t ‘written a line of code by hand’ in 8 months
By Nick LichtenbergJune 11, 2026
1 month ago
Sarah Franklin, Chief Executive Officer of Lattice, and Francine Katsoudas, EVP and Chief People, Policy and Purpose Officer at Cisco, speak at Fortune's COO Summit with Kristin Stoller, Editorial Director at Fortune.
NewslettersFortune Workplace Innovation
AI disruption arrived 6 years early—now executives are drawing the line
By Kristin StollerJune 8, 2026
1 month ago
Fortune Brainstorm Tech 2026 livestream
ConferencesBrainstorm Tech
Fortune Brainstorm Tech 2026 livestream
By Fortune EditorsJune 8, 2026
1 month ago
dw
ConferencesCOO Summit
This CEO has had 6 major jobs in Silicon Valley: How Dennis Woodside built a career on saying yes to hard problems
By Nick LichtenbergJune 3, 2026
2 months ago

Most Popular

Mark Cuban says he has the solution to growing income inequality, and it's to reward every employee—from CEO to janitor—with company stock
Success
Mark Cuban says he has the solution to growing income inequality, and it's to reward every employee—from CEO to janitor—with company stock
By Sasha RogelbergJuly 20, 2026
1 day ago
‘I want to die broke’: Billionaire philanthropist Denny Sanford dies after giving away $4 billion
Success
‘I want to die broke’: Billionaire philanthropist Denny Sanford dies after giving away $4 billion
By Sydney LakeJuly 20, 2026
2 days ago
OpenAI says its AI models secretly broke out of a secure test environment and hacked into AI company Hugging Face in order to cheat on an evaluation
Cybersecurity
OpenAI says its AI models secretly broke out of a secure test environment and hacked into AI company Hugging Face in order to cheat on an evaluation
By Jeremy Kahn and Emily ForliniJuly 21, 2026
8 hours ago
'Dr. Doom' Nouriel Roubini says we're headed for universal basic income or 'some form of socialism' as AI revolutionizes work—He calls that optimistic
AI
'Dr. Doom' Nouriel Roubini says we're headed for universal basic income or 'some form of socialism' as AI revolutionizes work—He calls that optimistic
By Jason MaJuly 18, 2026
3 days ago
Mathematicians grapple with a ‘very rapid and very unsettling change’ as AI cracks yet another century-old problem
AI
Mathematicians grapple with a ‘very rapid and very unsettling change’ as AI cracks yet another century-old problem
By Eva RoytburgJuly 21, 2026
11 hours ago
Despite a $156 million contract, Knicks star Jalen Brunson still calls his parents for financial advice any time he makes a big purchase
Success
Despite a $156 million contract, Knicks star Jalen Brunson still calls his parents for financial advice any time he makes a big purchase
By Emma BurleighJuly 21, 2026
12 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.