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

‘Bad data is AI’s kryptonite’: Experts suggest businesses fix their data first before investing too much in AI

By
Alex Zank
Alex Zank
and
CFO Brew
CFO Brew
Down Arrow Button Icon
By
Alex Zank
Alex Zank
and
CFO Brew
CFO Brew
Down Arrow Button Icon
September 17, 2025, 10:17 AM ET
Businesspeople working in the office on stock market exchange data using desktop computer
Good data is a cornerstone of financial disclosures in a brave new AI-powered world.Getty Images

It was something that thought leaders couldn’t say enough throughout Workiva’s Amplify conference: Good data is paramount for effective AI implementation.

Recommended Video

“Bad data is AI’s kryptonite,” Alexander Davis, deputy CFO of Pie Insurance, said during a panel session. “If your organization is all-in on AI and you’re not all-in on data, you might have a problem one day. And I think a lot of folks in this room are used to sitting in meetings where data security is the topic, and I wish that collectively, we sat in rooms and worried about data quality at the same level.”

It seems many companies aren’t in a good place yet with their data. According to a recent Workiva survey, nearly two-thirds of practitioners indicated a lack of “high-quality data” for use with AI at their organizations. Practitioners who were confident in their companies’ ability to use AI were about twice as likely to have high-quality data and role-specific training compared to their less-confident counterparts.

Steve Soter, VP and industry principal at Workiva, said he was seeing those concerns about data, among other things like governance and controls, come out in conversations he was having with others at the Amplify conference.

“Yes, they’re optimistic about [AI]. Yes, they’re excited about it. But there are real challenges,” he told CFO Brew on day two of the conference.

Davis recommended companies “invest in fixing their source systems,” which can happen as they adopt AI tools—a time-consuming task on its own.

“Maybe what we do with the time we have now is get the data right, so that when it arrives, we’re ready to go,” Davis said.

Big Brother is watching you. Good data is a cornerstone of financial disclosures in a brave new AI-powered world. It’s not just the organizations using AIs to draft their disclosures; auditors and regulators, too, are using the technology to review and scrutinize them, according to Workiva CEO Julie Iskow.

Organizations should expect AI will review their disclosures even before human eyes get a first glance, Iskow said in a speech. These AI models can look for patterns, data accuracy, anomalies, and more within seconds. Importantly, the models also do not pause mid-review for feedback or follow-up questions.

“If you want to control the narrative and avoid misinterpretation, your reporting and disclosures have to be intelligence-ready,” Iskow said. Translation: “Your narrative needs to have structured data; it needs to be consistent and traceable, interpretable, machine-readable, and filled with context,” she continued.

Data alignment as an AI unlock. Adil Asar, senior director of product and engineering at Salesforce, recently helped an organization realign Salesforce’s tech stack. The result was a centralized location for Salesforce’s data, rather than its being scattered across various corners of the network. One benefit of the digital transformation project was that Salesforce’s “controllership can access and manage data seamlessly and securely across its operations,” according to a Workiva news release.

Another consequence was that the centralized data will also help “enable our agentic [AI] expansion,” Asar told Amplify attendees. “Ultimately, for any of the agents, and especially as you move in the whole autonomous universe, we wanted data which would help to remove the decision-making, and we actually think you can get the right data in so that the agents can take actions on our behalf,” he said.

This report was originally published by CFO Brew.

In 2001, Fortune first convened the smartest people we know, bringing together CEOs and founders, builders and investors, thinkers and doers. Since then, Fortune Brainstorm Tech has been the place where bold ideas collide. From June 8–10, we will return to Aspen—where it all began—to mark 25 years of Brainstorm. Register now.
About the Authors
By Alex Zank
See full bioRight Arrow Button Icon
By CFO Brew
See full bioRight Arrow Button Icon

Latest in AI

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 AI

Goldman Sachs’ tech boss says tracking individual AI usage isn’t useful. He just watches how fast his 12,000 engineers move from idea to production
AIBanks
Goldman Sachs’ tech boss says tracking individual AI usage isn’t useful. He just watches how fast his 12,000 engineers move from idea to production
By Marco Quiroz-GutierrezMay 8, 2026
6 hours ago
Tired hispanic man in a professional suit feeling sad while waiting for the appointment of a job interview at a recruitment office
EconomyJobs
The job market is healing for everyone—except in the office
By Eva RoytburgMay 8, 2026
9 hours ago
Anthropic grew 80-fold in a single quarter. Now it’s renting Elon Musk’s data center to cope
AIAnthropic
Anthropic grew 80-fold in a single quarter. Now it’s renting Elon Musk’s data center to cope
By Marco Quiroz-GutierrezMay 8, 2026
10 hours ago
Anduril CEO Brian Schimpf
NewslettersTerm Sheet
Brian Schimpf has been quietly running Anduril since its earliest days. And once he’s talking, he has a lot to say
By Allie GarfinkleMay 8, 2026
13 hours ago
The U.S. Securities and Exchange Commission headquarters in Washington, D.C.
AICFO Daily
Is quarterly reporting hurting investors or helping them? The SEC just weighed in—and the debate is far from over
By Sheryl EstradaMay 8, 2026
13 hours ago
Apple AirPods Pro in Cupertino, California, on Sept. 9, 2025. (Photo: David Paul Morris/Bloomberg/Getty Images)
NewslettersFortune Tech
Apple AirPods with cameras are coming
By Andrew NuscaMay 8, 2026
14 hours ago

Most Popular

California farmers must destroy 420,000 peach trees after Del Monte closes its canneries and cancels more than $550 million in long-term contracts
North America
California farmers must destroy 420,000 peach trees after Del Monte closes its canneries and cancels more than $550 million in long-term contracts
By Sasha RogelbergMay 7, 2026
1 day ago
'Blue dot fever' plagues musicians like Post Malone, Meghan Trainor, and Zayn as a growing list of artists cancel tours due to lagging ticket sales
Arts & Entertainment
'Blue dot fever' plagues musicians like Post Malone, Meghan Trainor, and Zayn as a growing list of artists cancel tours due to lagging ticket sales
By Dave Lozo and Morning BrewMay 7, 2026
1 day ago
A Michigan farm town voted down plans for a giant OpenAI-Oracle data center. Weeks later, construction began
Magazine
A Michigan farm town voted down plans for a giant OpenAI-Oracle data center. Weeks later, construction began
By Sharon GoldmanMay 6, 2026
3 days ago
U.S. Treasury will have to borrow $2 trillion this year just to continue functioning—more than $166 billion every month
Economy
U.S. Treasury will have to borrow $2 trillion this year just to continue functioning—more than $166 billion every month
By Eleanor PringleMay 7, 2026
2 days ago
Airbnb CEO Brian Chesky warns two types of people won’t survive the AI era: ‘pure people managers’ and workers who resist change
Success
Airbnb CEO Brian Chesky warns two types of people won’t survive the AI era: ‘pure people managers’ and workers who resist change
By Emma BurleighMay 7, 2026
1 day ago
Current price of oil as of May 7, 2026
Personal Finance
Current price of oil as of May 7, 2026
By Joseph HostetlerMay 7, 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.