Lesson 577 of 2244
FP&A Variance Narration: AI-Assisted Drafts of the Why Behind the Numbers
Variance reports show what changed. The narration explains why. AI can draft variance narratives from the underlying data — leaving FP&A analysts to add the strategic context that AI can't see.
Adults & Professionals · AI for Finance · ~21 min read
The premise
Variance narration is a recurring drafting task; AI scaffolds the narrative so analysts can focus on the strategic interpretation.
What AI does well here
- Generate variance narratives explaining the dollar drivers (volume, price, mix, FX)
- Compare to prior period and trailing-twelve to surface the meaningful trend
- Draft the executive summary with the 3-5 themes that matter most
- Produce the appendix tables backing each variance
What AI cannot do
- Substitute for FP&A's strategic interpretation of why the variance matters
- Predict next-quarter performance from the variance alone
- Replace the controller's review for material accuracy
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