AI improves FP&A efficiency, but real value still depends on human judgment, business context, and accountability.

The finance profession responded to the greatest governance failure in modern history by introducing soft skills workshops and additional professional certifications.
After 2008 exposed that it could not fully reflect an organisation's health, which investors, regulators, and boards had been reading incomplete pictures while risk concentrations destroyed trillions overnight, the profession's answer was to create more specialists. More vertical depth. More credentials that prove you can pass exams about topics you will never integrate.
We now have finance professionals with alphabet soup after their names who cannot explain why the strategy that looked compelling on approval is generating half the expected cash eighteen months later. We have treasury specialists who cannot see how their funding decisions interact with the commercial terms of sales just approved. We have FP&A analysts who build forecasts without knowing that the supply chain changed vendor terms last week.
The profession trains specialists to dig vertically, while the job demands they see horizontally. That mismatch is destroying value at scale, and more certifications will not fix it.
The $3 Trillion Symptom
The Hackett Group's 2025 survey estimated that nearly $1.7 trillion in working capital is tied up within U.S. companies alone — cash locked in receivables and inventory that should be funding growth, paying down debt, or returning value to shareholders. Add Europe's €1.3 trillion identified in their 2024 survey. Add JPMorgan's $707 billion. The global figure exceeds $3 trillion.
This is not a market conditions problem. It is not a technology problem. It is a governance failure repeated in every major economy: sales, operations, and finance operating in silos, each optimising their own metrics while cash bleeds through the gaps between them.
But working capital is only one symptom. The deeper pathology reveals itself when organisations try to fix the fragmentation through technology.
What Catastrophic Failure Looks Like
Gartner's 2024 research found that more than 70% of ERP implementations fail to achieve their original business objectives, while roughly one-quarter end in catastrophic failure.
Hershey's knows what catastrophic looks like.
In 1999, America's largest chocolate manufacturer invested $112 million ($218 million in 2026 dollars) to replace its fragmented IT systems with an integrated ERP environment. Three systems would go live simultaneously: SAP for enterprise resource planning, Siebel for customer relationship management, and Manugistics for supply chain. The board approved the investment. Consultants were deployed. The project was compressed from the recommended 48 months to 30 months because leadership wanted it done before Y2K.
Go-live was scheduled for July 1999. Right before Halloween. Right before Christmas. Hershey's two most critical sales periods.
When the switch was flipped, the systems collapsed. Orders could not be processed. Distribution channels failed. By August, the company was 15 days behind on order fulfilment. Fulfilment time had doubled.
Hershey's warehouses were full. The inventory existed. Kisses, Jolly Ranchers, and Reese's — all sitting in stock. And the company could not get them to stores.
Distributors who had built their businesses on Hershey's reliability could not supply retailers. Retailers, facing empty shelves before the most lucrative candy season of the year, shifted orders to competitors. Hershey's lost the shelf space it had held for decades. The company's stock plunged 8% in a single day. Quarterly profits dropped 19%. The disaster made the front page of the Wall Street Journal.
Total damage: $150 million in lost sales and market position, from a company that had the product and could not deliver it.
The post-mortem revealed what should have been obvious before the first line of code was written. Finance had specified requirements without understanding warehouse workflows. Operations had designed processes without knowing what data finance needed for close. IT had built exactly what was requested. And nobody — not finance, not operations, not IT, not the board — had owned the integration between them.
The software worked perfectly. The governance failed completely.
The Golden Moment We Wasted
The 2008 crisis should have marked a defining turning point for the finance profession. Integrated Reporting and the Global Reporting Initiative emerged as part of the regulatory response — frameworks that required finance professionals to understand the full economic entity, not simply produce financial statements. Connect financial performance to strategy. Connect strategy to operational reality. Connect risk to governance. The world was handing finance a mandate to expand its scope, its authority, and its relevance. This was the moment. After years of disputes with operations over data quality, conflicts with IT around system requirements, and ongoing challenges turning board strategy into executable action, finance finally had external confirmation that integration was part of the role. IR and GRI supplied the framework. Digital transformation supplied the tools. Decades of cross-functional conflict had built the institutional knowledge of where the gaps were.
The profession could have brought these forces together. It could have evolved from a reporting function into an architect of governance and integration. Claimed the integration mandate before someone else did.
Instead: "Extra work." "Compliance burden." "Not my job."
Then ESG entered the picture, and the profession used it as a convenient shield.
Environmental, Social, and Governance reporting became ideologically contested, politically charged, and endlessly debated. Finance professionals who never wanted to do the integration work suddenly had a socially acceptable reason to resist.
"ESG is controversial. Let's wait for clarity."
Meanwhile, the structural demand for integrated understanding, which predates and transcends the ESG debate, went unmet.
The profession used political noise to avoid professional evolution. The golden moment passed. The fragmentation remained.
The Redefinition Required
More training within the current paradigm will not solve a structural problem. The profession does not need another certification. It needs a redefinition of what finance actually is.
Finance is not a reporting function. It is the design, governance, and continuous optimisation of the firm's economic engine — linking strategy, operations, capital, and risk into a single coherent system.
This is not aspirational language for conference keynotes. It is a description of the job that already exists, whether acknowledged or not. When working capital traps $3 trillion because sales, operations, and finance are optimised separately, finance owns the consequence. When ERP implementations fail because nobody governed the integration, finance explains it to the board. When strategy dies in translation, finance presents the variance analysis and watches executives pretend to be surprised.
CFOs already own the consequences of fragmentation. The question is whether the profession will build the capability to own the architecture, or continue producing specialists who can explain what went wrong but cannot prevent it from happening.
The Choice Already Being Made
Shareholders, CEOs, and regulators are becoming increasingly frustrated with finance functions that fail to connect the dots across the business. Accenture's research on AI adoption confirms what anyone paying attention already knows: technology amplifies whatever organisational architecture exists. Fragmented governance, combined with advanced technology, equals accelerated fragmentation.
The pressure to push decision-making toward data scientists, engineers, and AI systems grows stronger each quarter. Finance professionals who resist the integration work will find their scope narrowing to what machines cannot yet do reliably: checking that the dashboards reflect correct numbers.
The profession can redefine its role or stand by while AI and data science take over the decisions that finance failed to integrate, pushing the function back toward a transactional support role.
The choice is already being made. One satisfactory-but-declining variance analysis at a time. One ERP implementation was handed to IT without governance at a time. One working capital crisis was blamed on market conditions at a time.
Hershey's had full warehouses and empty shelves. The inventory was there. The integration was not.
The structural work of connection will happen with or without the finance profession. The only question is who will lead it.
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