Trend Finance AI adoption is broad while measurable value and agent integration lag behind
Summary
Deloitte's fourth trend traces the journey toward agentic insight in finance, where adoption is wide but results trail behind. Almost every finance department is at least testing AI use cases, and 63% of respondents say they have fully deployed and actively use AI in the function. Yet only 21% of AI users believe their investments have already produced clear, measurable value. Just 14% have gone on to fully integrate AI agents into the finance function. The report attributes the gap to the difficulty of moving from pilots to everyday operations, and observes that agentic AI remains a fairly new frontier. Early-stage teams struggle with legacy technology and unclear returns, while leaders worry more about data privacy.
Classification
Evidence 1
- Finance Trends 2026: Navigating the expanded scope of finance Deloitte Development LLC (Deloitte Insights, CFO Program) page=11;section=Trend 4: The journey to agentic insights—Many finance teams embrace AI, but ROI and agentic implementations often lag 2025 accessed 2026-07-26
Observed signals 9
- Signal30% of early-stage adopters struggle to justify AI ROI against 21% of AI leaders
- Signal41% of early-stage teams cite legacy technology as an AI barrier against 31% of AI leaders
- Signal63% of finance leaders have fully deployed and actively use AI in the function
- Signal70% of organizations struggling with gen AI ROI need at least a year to resolve it
- SignalAgentic opportunity concentrates in FP&A, sales and profitability (48%), working capital (46%), and expense management (44%)
- SignalAlgar Telecom's AI agent reviewed 25% of first invoices and captured USD 1.5 million in nine months
- SignalGraybar reports working-capital benefits from a technology-enabled transformation
- SignalHPE has opened agentic AI solutions to its whole finance organization
- SignalOnly 21% see clear measurable value from AI and only 14% have fully integrated agents
Part of issues 3
- IssueData privacy becomes the gating condition for expanding AI across finance1 trends · 2 signals
- IssueERP modernization is a multiyear precondition sitting under the finance AI agenda1 trends · 1 signals
- IssueThe binding constraint is moving from pilots to AI embedded in everyday finance operations1 trends · 1 signals
Relation types: constitutes · supports
Public id: fm-23eb7be06d7e
