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

Trendingnow

1

As Big Tech showers employees with perks to win the talent war, Nvidia built a nearly $5 trillion company by making people pay for their own lunch

2

MacKenzie Scott alone accounted for one-third of America's $19.2 billion in megagifts last year

3

Current price of oil as of July 1, 2026

1

As Big Tech showers employees with perks to win the talent war, Nvidia built a nearly $5 trillion company by making people pay for their own lunch

2

MacKenzie Scott alone accounted for one-third of America's $19.2 billion in megagifts last year

3

Current price of oil as of July 1, 2026
TechIBM

IBM Debuts Tools to Help Prevent Bias In Artificial Intelligence

By
Jonathan Vanian
Jonathan Vanian
Down Arrow Button Icon
By
Jonathan Vanian
Jonathan Vanian
Down Arrow Button Icon
September 19, 2018, 12:01 AM ET
Add Fortune on Google for similar content.

IBM wants to help companies mitigate the chances that their artificial intelligence technologies unintentionally discriminate against certain groups like women and minorities.

The technology giant’s tool, announced on Wednesday, can inspect AI-powered software for unintentional bias when it makes decisions, like when a loan might be denied to a particular person, explained Ruchir Puri, the chief technology officer and chief architect of IBM Watson.

The technology industry is increasingly combating the problem of bias in machine learning systems, used to power software that can automatically recognize images in pictures or translate languages. A number of companies have suffered a public relations black eye when their technologies failed to work as well for minority groups as for white users.

For instance, researchers discovered that Microsoft and IBM’s facial-recognition technology could more accurately identify the faces of lighter-skin males than darker-skin females. Both companies said they have since improved their technologies and have reduced error rates.

Researchers have pointed out that some of the problems may be related to the use of datasets that contain a lack of diverse images. Joy Buolamwini, the MIT researcher who probed Microsoft and IBM’s facial-recognition tech (along with China’s Megvii), recently told Fortune‘s Aaron Pressman that a lack of diversity within development teams could also contribute to bias because more diverse teams could be more aware of bias slipping into the algorithms.

In addition to IBM, a number of companies have introduced or plan to debut tools for vetting AI technologies. Google, for instance, revealed a similar tool last week while Microsoft said in May that it planned to release similar technology in the future.

Data crunching startup Diveplan said at Fortune’s recent Brainstorm Tech conference that it would release an AI-auditing tool later this year while consulting firm Accenture unveiled its own AI “fairness tool” over the summer.

Read More for an In-Depth Look: Unmasking A.I.’s Bias Problem

It’s unclear how each of these AI bias tools compare with one another because no outside organization has done a formal review.

Get Data Sheet, Fortune’s technology newsletter.

Puri said IBM’s tool built on the company’s cloud computing service is differentiated partly because it was created for business people and is easier to work with than similar tools from others that are intended only for developers.

Despite the flood of new AI-auditing tools, the problem of AI and bias will likely continue to persist because rooting out bias from AI is still in its infancy.

About the Author
By Jonathan Vanian
LinkedIn iconTwitter icon

Jonathan Vanian is a former Fortune reporter. He covered business technology, cybersecurity, artificial intelligence, data privacy, and other topics.

See full bioRight Arrow Button Icon
Add Fortune on Google for similar content.

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
  • 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 in Tech

Michael Burry just shorted Caterpillar’s 172% AI rally. One analyst says his bet won’t even matter
Investingstock prices
Michael Burry just shorted Caterpillar’s 172% AI rally. One analyst says his bet won’t even matter
By Marco Quiroz-GutierrezJuly 2, 2026
2 hours ago
U.S. Treasury Secretary Scott Bessent
EconomyDebt
AI’s $2.2 trillion deficit fix is already half fake, economists say
By Tristan BoveJuly 2, 2026
3 hours ago
Anthropic CEO Dario Amodei
AIEye on AI
Anthropic’s Fable model is back. But U.S. AI policy is still a mess
By Jeremy KahnJuly 2, 2026
3 hours ago
ai
North AmericaImmigration
Trump’s $46 billion ‘smart wall’ with Mexico bets on AI and scale
By Rebecca Santana and The Associated PressJuly 2, 2026
4 hours ago
sk
AISouth Korea
AI “grief videos” turn mourning into a $390 service in South Korea
By Hyung-Jin Kim and The Associated PressJuly 2, 2026
4 hours ago
Securitize CEO Carlos Domingo looks to the far right during a conference.
CryptoBlockchain
Securitize is latest crypto company to go public as BlackRock-backed firm sees stock jump 3% on debut
By Camila Grigera NaónJuly 2, 2026
5 hours ago

Most Popular

As Big Tech showers employees with perks to win the talent war, Nvidia built a nearly $5 trillion company by making people pay for their own lunch
Big Tech
As Big Tech showers employees with perks to win the talent war, Nvidia built a nearly $5 trillion company by making people pay for their own lunch
By Marco Quiroz-GutierrezJuly 1, 2026
2 days ago
MacKenzie Scott alone accounted for one-third of America's $19.2 billion in megagifts last year
Success
MacKenzie Scott alone accounted for one-third of America's $19.2 billion in megagifts last year
By Sydney LakeJune 25, 2026
8 days ago
Current price of oil as of July 1, 2026
Personal Finance
Current price of oil as of July 1, 2026
By Joseph HostetlerJuly 1, 2026
1 day ago
Trump got a $78K pension from the Screen Actors Guild in 2025 because he appeared in Home Alone 2 in 1992
Politics
Trump got a $78K pension from the Screen Actors Guild in 2025 because he appeared in Home Alone 2 in 1992
By Sasha RogelbergJuly 1, 2026
1 day ago
Today, Emily Blunt is worth $80 million thanks to her Hollywood career—but she actually wanted to be a UN Spanish translator on $80K
Success
Today, Emily Blunt is worth $80 million thanks to her Hollywood career—but she actually wanted to be a UN Spanish translator on $80K
By Orianna Rosa RoyleJuly 2, 2026
15 hours ago
CEO of $248 billion cybersecurity company says workers are about to face a ‘Darwinian moment’ thanks to AI: Evolve or get cut
Success
CEO of $248 billion cybersecurity company says workers are about to face a ‘Darwinian moment’ thanks to AI: Evolve or get cut
By Emma BurleighJuly 1, 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.