Natalia Halipchak
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AI & Finance

Putting AI to Work in the Finance Function

March 10, 20267 min read

There is a lot of noise about AI in finance and very little signal. After building the CFO AI Playbook, here is what actually delivers value today.

Where AI earns its keep right now:

- Variance commentary drafting. Feed the model your actuals vs budget and let it produce a first-draft narrative. You edit; you don't write from scratch. - Reconciliation triage. AI is excellent at flagging anomalies across large transaction sets, letting your team focus judgement where it matters. - Scenario prompts. Instead of rebuilding a model for every 'what if', a well-structured prompt library lets you stress-test assumptions in minutes.

Where to stay cautious:

- Never let a model touch a number it can't cite. Traceability is non-negotiable in finance. - Keep a human in the loop for anything that reaches an auditor or a board.

The teams winning with AI aren't chasing autonomy — they are compounding small time savings across every routine task and reinvesting that time into analysis that moves the business.

Natalia Halipchak

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