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‘Unhealthy knowledge is AI’s kryptonite’: Consultants counsel companies repair their knowledge first earlier than investing too
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‘Unhealthy knowledge is AI’s kryptonite’: Consultants counsel companies repair their knowledge first earlier than investing too

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Last updated: September 17, 2025 2:26 pm
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Published: September 17, 2025
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It was one thing that thought leaders couldn’t say sufficient all through Workiva’s Amplify convention: Good knowledge is paramount for efficient AI implementation.

“Unhealthy knowledge is AI’s kryptonite,” Alexander Davis, deputy CFO of Pie Insurance coverage, mentioned throughout a panel session. “In case your group is all-in on AI and also you’re not all-in on knowledge, you might need an issue someday. And I feel plenty of of us on this room are used to sitting in conferences the place knowledge safety is the subject, and I want that collectively, we sat in rooms and apprehensive about knowledge high quality on the similar stage.”

It appears many corporations aren’t in a superb place but with their knowledge. In response to a latest Workiva survey, almost two-thirds of practitioners indicated a scarcity of “high-quality knowledge” to be used with AI at their organizations. Practitioners who had been assured of their corporations’ skill to make use of AI had been about twice as prone to have high-quality knowledge and role-specific coaching in comparison with their less-confident counterparts.

Steve Soter, VP and business principal at Workiva, mentioned he was seeing these considerations about knowledge, amongst different issues like governance and controls, come out in conversations he was having with others on the Amplify convention.

“Sure, they’re optimistic about [AI]. Sure, they’re enthusiastic about it. However there are actual challenges,” he instructed CFO Brew on day two of the convention.

Davis really useful corporations “put money into fixing their supply techniques,” which may occur as they undertake AI instruments—a time-consuming job by itself.

“Perhaps what we do with the time we’ve got now could be get the information proper, in order that when it arrives, we’re able to go,” Davis mentioned.

Massive Brother is watching you. Good knowledge is a cornerstone of monetary disclosures in a courageous new AI-powered world. It’s not simply the organizations utilizing AIs to draft their disclosures; auditors and regulators, too, are utilizing the know-how to overview and scrutinize them, in line with Workiva CEO Julie Iskow.

Organizations ought to anticipate AI will overview their disclosures even earlier than human eyes get a primary look, Iskow mentioned in a speech. These AI fashions can search for patterns, knowledge accuracy, anomalies, and extra inside seconds. Importantly, the fashions additionally don’t pause mid-review for suggestions or follow-up questions.

“If you wish to management the narrative and keep away from misinterpretation, your reporting and disclosures must be intelligence-ready,” Iskow mentioned. Translation: “Your narrative must have structured knowledge; it must be constant and traceable, interpretable, machine-readable, and stuffed with context,” she continued.

Information alignment as an AI unlock. Adil Asar, senior director of product and engineering at Salesforce, not too long ago helped a company realign Salesforce’s tech stack. The outcome was a centralized location for Salesforce’s knowledge, moderately than its being scattered throughout varied corners of the community. One good thing about the digital transformation challenge was that Salesforce’s “controllership can entry and handle knowledge seamlessly and securely throughout its operations,” in line with a Workiva information launch.

One other consequence was that the centralized knowledge can even assist “allow our agentic [AI] growth,” Asar instructed Amplify attendees. “Finally, for any of the brokers, and particularly as you progress in the entire autonomous universe, we wished knowledge which might assist to take away the decision-making, and we really assume you will get the proper knowledge in in order that the brokers can take actions on our behalf,” he mentioned.

This report was initially revealed by CFO Brew.

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