Finance teams enter 2026 under pressure from volatile markets, maturing AI systems and tougher demands for control. Across banking, corporate finance and financial services, the focus has shifted to making intelligence reliable, accountable and usable at scale. Drawing on insights from Rydoo, Trintech, RFI Global and Forbes, several themes emerge that could shape how finance teams prepare for the year ahead.
AI Moves from Experimentation to Accountability
Artificial intelligence remains the dominant force reshaping finance in 2026, but its role is changing. According to Trintech’s analysis of finance leadership trends, AI is no longer judged by its potential but by measurable outcomes. CFOs are now expected to prove return on investment, ensure auditability and integrate AI into real financial workflows rather than isolated pilots.
IDC’s FutureScape 2026 highlights the rise of agentic AI systems that can initiate actions, orchestrate workflows and support enterprise decision-making. Rydoo similarly notes that agentic AI is moving finance beyond automation into decision support. These systems can monitor spending patterns in real time, trigger corrective actions and predict working capital needs with minimal human intervention. The shift signals a tightening of tolerance for opaque or experimental AI tools. As Trintech notes, AI in finance must now be explainable, governed and defensible under regulatory scrutiny.
Data Quality Becomes the Foundation of AI Success
While AI capabilities appear to be rapidly advancing, analysts consistently identify data quality as one of the tool’s main constraints. Trintech reports that most AI failures in finance stem from fragmented or inconsistent data rather than model design. Financial data often sits across multiple ERPs, subledgers and spreadsheets with unclear ownership and limited reconciliation.
Without clean and governed data, organisations risk remaining stuck in what Trintech describes as “pilot purgatory”. This has direct implications for talent. As mechanical tasks are automated, finance teams are expected to develop AI literacy, data interpretation skills and narrative reporting capabilities.
Deloitte’s “Finance Trends 2026” report reinforces this shift, noting that 64 percent of finance leaders plan to infuse more technical skills into their teams. The role of finance is becoming less operational and more analytical, with greater emphasis on judgement and strategic input.
Cybersecurity Becomes a Core Finance Function
Cybersecurity is no longer confined to IT departments and financial control is increasingly framed as a form of institutional defence rather than administration. Rydoo’s research shows that finance teams now sit at the centre of fraud risk due to their control over payments, reimb
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