Why Finance AI Needs Deterministic Controls First
Why trustworthy finance AI begins with rules, reconciliations and visible exceptions—not polished prose.
Insights
Practical writing on finance transformation, controllership, FP&A and applied AI. The focus is less on what AI might eventually do and more on where it works, where deterministic controls remain necessary, and how finance operating models need to change around it.
Finance AI Should Start With Exception Management
Modern finance operations improve when teams organise work around material exceptions instead of treating every transaction equally.
From Financial Close Calendar to Continuous Control Loop
A close process becomes more useful when activities, evidence, exceptions and decisions remain connected.