CFOs Demand Measurable ROI as AI Competes for Corporate Capital

Corporate finance chiefs are dismantling the era of experimental artificial intelligence spending, forcing machine learning initiatives to compete head-to-head with traditional capital projects for funding. The shift marks a definitive end to the period when companies allocated budgets to AI primarily to signal technological relevance.

At Chevron, every proposed AI application must demonstrate a concrete path to business value before securing capital. CFO Eimear Bonner outlined criteria that require projects to unlock previously inaccessible oil reserves, compress operational cycle times or drive measurable cost reductions. The energy giant is simultaneously operating on both sides of the technology divide: deploying machine learning to accelerate reservoir discovery and anticipate maintenance needs while developing a 2.67-gigawatt natural gas project in West Texas designed specifically to power a Microsoft data center. Bonner, who transitions to president of Chevron’s oil, products and gas business on Jan. 1, enforces discipline through regular check-ins with project teams to dismantle execution barriers.

The pressure to justify technology investments arrives as cybersecurity threats grow more sophisticated. Ransomware attackers weaponized AI in 87% of incidents over the past year, according to Semperis’ 2026 Ransomware Risk Report, which surveyed organizations actively breached in the preceding 12 months. Nearly 70% of victims faced repeated attacks, and 31% paid ransoms multiple times. In roughly 25% of cases across the U.S., UK, France, Germany, Italy, Spain, Singapore, Canada and Australia, threat actors escalated beyond network encryption to deploy psychological intimidation against employees.

This hostile environment shapes how financial leaders structure technology portfolios. Nasdaq EVP and CFO Sarah Youngwood categorizes corporate spending into distinct horizons. Foundational requirements such as cybersecurity occupy “horizon zero,” followed by short-term return initiatives, medium-term bets and long-term research and development. Nasdaq leverages a decade of prior investment in cloud infrastructure and algorithmic AI to serve clients today, anchored by proprietary datasets from 3,500 institutions representing $12 trillion in assets. Youngwood tracks specific key performance indicators ranging from platform engagement and training inputs to coding speed, client retention and token costs.

Evaluating these investments now requires calculating the cost of inaction alongside direct revenue projections. ServiceNow President and CFO Gina Mastantuono argues that long-term competitive survival must factor into return-on-investment models. The enterprise software company expects to generate $500 million in savings this fiscal year, largely by deploying its own automation tools internally. Mastantuono cautioned against measuring success by the volume of pilot programs launched, emphasizing instead whether deployments materially lift efficiency, speed and revenue. Funding at ServiceNow flows exclusively to projects that solve defined customer problems within strict timelines.

The demand for financial rigor in technology deployment coincides with significant turnover in the CFO ranks across major industries. Kenneth Crews was appointed CFO-elect of government technology services firm SAIC, effective Oct. 30. He assumes the role formally on Dec. 7, succeeding Prabu Natarajan, who will remain during the transition before becoming permanent executive vice president of SAIC’s civilian business group. Crews spent more than two decades at Northrop Grumman, most recently serving as corporate vice president and CFO. In professional sports, the NFL’s Denver Broncos hired Joseph Sesin as CFO. Sesin previously served as senior vice president of finance and accounting at Angel City Football Club and held the same title overseeing SoFi Stadium, YouTube Theater and Hollywood Park in Los Angeles following nearly a decade in investment banking at J.P. Morgan.

Beyond enterprise technology, private capital is targeting systemic public health failures. Olivia Walton, CEO of Ingeborg Investments and an heir to the Walmart fortune, pledged $100 million over five years to halve the U.S. maternal mortality rate. She launched the nonprofit Healthy Moms, Healthy Babies America in April, detailing the initiative during the Fortune Most Powerful Women Summit in Santa Barbara.