Why 80% of Finance Teams Have Not Reached Scale With AI

As organisations move into 2026, Chief Finance Officers (CFOs) face a familiar landscape: cost optimisation continues to top the priority list, while AI promises transformation and CEO relationships require a focus on alignment. 

What may be less obvious to finance leaders on the frontline is that these three pressures share a common solution. 

According to Gartner’s latest CFO Report, the finance leaders seeing the greatest results are those who have stopped chasing industry best practices and started building around what makes their organisation different.

Each quarter, Gartner’s CFO Report provides insight and recommendations to some of the most pressing concerns facing finance leaders across industries. 

AI continues to dominate much of the landscape, with deployment of the technology demonstrating a clear shift in focus.

Making AI work for finance organisations

Gartner finds that, while 84% of finance teams are planning or deploying AI initiatives, adoption has stalled – 59% of finance organisations used AI in 2025, virtually unchanged from 58% the previous year. Only 4% have scaled AI beyond pilots.

Most CFOs scan the market for AI use cases, looking at what competitors are doing or what vendors are selling. This produces poor prioritisation because the real drivers of AI success are organisation-specific, says Garner.

The alternative approach, it suggests, is to design in reverse by mapping the three steps of knowledge work: gathering and analysing information, making decisions and executing actions. Then work backward from the action that needs automation.

Using invoice processing as an example, Gartner suggests that rather than asking "how can AI speed up approvals”, leaders should instead ask what the final action is – releasing payments for legitimate invoices. 

They should then identify required decisions and finally determine what information supports those decisions: data AI can extract from documents, cross-referenced against vendor records and budget availability. 

One Gartner client used this approach to build AI-driven revenue leakage detection, recovering over US$40 million in margin within 18 months without adding finance staff.

“It’s going to be increasingly difficult for organisations to control their narrative and influence investors with manual methods alone,” says Dymah Paige, Director Analyst, Research in Gartner’s Finance Practice. 

“To keep pace, CFOs should be considering private AI solutions available on the market today that can help them to spend more of their time and effort on higher impact priorities.”

Cross-organisational alignment

The same principle applies to the perennial challenge of CEO relationships. Three-quarters of CFOs say this relationship matters most for achieving their objectives, yet economic uncertainty and rapid change are turning minor disagreements into real conflicts.

The most effective CFOs don't smooth over friction, they use it, finds Gartner.

They understand what drives tension in their specific relationship: power dynamics, leadership profiles, social styles and conflict types. 

Many CEOs fall into recognisable patterns. The command-and-control type excludes executives from decisions and controls board access; the change skeptic resists new approaches; the impractical optimist generates ideas but lacks follow-through.

Rather than treating these as problems, successful CFOs identify where their strengths create useful counterbalance. 

With a command-and-control CEO, the CFO channels that decisive energy toward areas where conviction matters – capital allocation, board negotiations and crisis response – while ensuring other decisions get collaborative input. 

According to Gartner, the goal isn't changing the CEO's style but complementing it to improve outcomes.

Moving from outdated cost structures

Cost structure offers the clearest example of where differentiation is driving value. 

According to Gartner, only about 20% of CFOs currently differentiate their cost structures, yet those who do see up to 42% higher long-term value.

The shift requires categorising costs by their role in creating competitive advantage. Differentiating costs create unique capabilities competitors can't easily replicate, including proprietary technology, specialised expertise, brand equity and more. 

One specialty manufacturer facing pressure for  4-6% cost savings used this framework to identify which costs to protect and which to target. 

They invested in engineering talent driving product innovation while reducing commodity spend on back-office operations. This resulted in 3% to 5% structural cost reduction over two years without undermining growth.

The connecting thread between the three core themes facing CFOs – AI implementation, CEO relationships and cost structure – is the need to integrate competitive differentiation into decision-making. 

For finance leaders that means understanding what makes the organisation unique, then using that understanding to guide where you invest time, money and political capital.

Gartner says this requires clear thinking about what your business actually does better than competitors, why that matters and how finance can protect and enhance those capabilities. 

But in a market where every CFO faces similar cost pressures, similar AI hype, and similar organisational dynamics, the ones who build their finance function around their organisation's specific strengths are the ones creating real advantage.