STAMFORD, Conn., July 20, 2026
STAMFORD, Conn., July 20, 2026
CFOs Must Rebalance AI Portfolios Toward Enterprise Value to Meet Board Expectations
Finance organizations are often investing in artificial intelligence (AI) in ways that do not align with board expectations, creating a gap between AI activity and perceived business value, according to Gartner, Inc., a business and technology insights company.
A Gartner survey of 204 finance leaders in March 2026 revealed that just 20% of finance AI projects lean towards decision quality, while 45% of AI investments in finance lean towards productivity (see Figure 1).
“Many CFOs are prioritizing AI use cases focused on productivity and efficiency,” said Shankar Keshav, Principal Analyst in the Gartner Finance practice, “However, boards place greater emphasis on investments that drive growth, improve decision-making and deliver competitive advantage.”
Source: Gartner (July 2026)
Finance AI portfolios are frequently concentrated on use cases that enhance individual productivity or streamline transactional processes. While these investments can deliver measurable efficiencies in the finance function, there is a ceiling to the benefits they return for most organizations. Once a task becomes faster or lighter touch, the benefit often plateaus unless that efficiency changes a broader business decision or allows finance to operate in a meaningfully different way.
“This imbalance can lead to a perception gap, where finance leaders report progress on AI adoption, but boards see limited strategic impact,” said Keshav. “As a result, even well-executed AI initiatives may fall short of expectations when they fail to address the outcomes most valued at the enterprise level.”
Notably, the survey found that those functions that invested in “Upend” AI initiatives – those which create new value propositions, products or markets – were more than twice as likely to report high realized value from AI.
To better align with board expectations, CFOs should take a portfolio approach to AI investments, ensuring a good mix of initiatives that contributes to enterprise outcomes rather than just internal efficiency.
“CFOs need to shift more investment toward AI use cases that improve decision-making, enable scenario analysis, identify growth opportunities and build reusable assets such as data, models and knowledge,” said Keshav.
This will require a shift in how AI initiatives are measured, focusing more on enterprise impact rather than just the number of pilots or hours saved.
“CFOs must spell out and communicate what finance AI success looks like with clear metrics that are tied to enterprise objectives, including both near-term benefits and long-term strategic value,” said Keshav. “And this will be a moving target, requiring reassessment and rebalancing as business needs and expectations evolve.”
Gartner clients can read more in the research report What Actually Drives Value in Finance AI Investments. Nonclients can read The CFO Report.
Gartner is an indispensable partner to C-Level executives and technology providers as they implement AI strategies to achieve their mission-critical priorities. The independence and objectivity of Gartner insights provide clients with the confidence to make informed decisions and unlock the full potential of AI. Clients across the C-Level are using Gartner's proprietary AskGartner AI tool to determine how to leverage AI in their business. With more than 2,500 business and technology experts, 6,000 written insights, as well as more than 4,000 AI use cases and case studies, Gartner is the world authority on AI. More information can be found here.
The Gartner Finance practice helps senior finance executives meet their top priorities. Gartner offers a unique breadth and depth of content to support clients’ individual success and deliver on key initiatives that cut across finance functions to drive business impact. Learn more at https://www.gartner.com/en/finance/finance-leaders. Follow Gartner for Finance on LinkedIn and X using #GartnerFinance to stay ahead of the latest expert insights and key trends shaping the finance function. Visit the Gartner Finance Newsroom for more information and insights.
Gartner (NYSE: IT) delivers actionable, objective business and technology insights that drive smarter decisions and stronger performance on an organization’s mission-critical priorities. To learn more, visit gartner.com.