A practical framework for measuring FP&A talent, AI agents, and human-agent performance separately in an AI-first finance function
Effective scenario planning starts by defining the business decision before Finance builds the model.
LLMs can produce credible FP&A output without understanding, forcing Finance to rethink trust, judgment, review and accountability.
How FP&A can preserve accountability, trust and decision influence when forecast ownership is distributed across a matrix organisation.
Daniel Franken, Finance Director & Managing Director Germany at Trouw Nutrition, shares how his team applies five FP&A roles: Analyst
FP&A builds stronger influence when it moves beyond reporting outcomes and uses judgment, trade-offs, and commercial framing to shape better
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