Start with the finance team’s calculations

Financial close produces ledger data that finance teams must turn into explanations of budget variances.

Editorial gouache illustration: A finance reviewer compares a thick unlettered ledger to a simple geometric bar chart made from blue and orange wooden blocks
Editorial illustration by Great Lakes Computing Office.

Calculate and trace budget variances

An automated synthesis pipeline pulls general ledger transactions, calculates variances against quarterly budgets, and flags the specific line items driving margin changes.

Draft commentary from the records

An LLM can draft plain-language commentary from calculated data, but it should cite the supporting line items and avoid inventing causes the ledger does not establish.

Review the briefing before distribution

A finance owner reviews the calculations, source citations, narrative, and forecast assumptions before distributing the briefing.

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