Build a KPI Dashboard with RAG Alerts (AI How-To)

A RAG-alert dashboard shows each finance KPI against its threshold as Red, Amber, or Green, with an AI-written narrative that explains the movement. You build it by picking the few KPIs that matter, wiring the data, setting thresholds, adding the AI explanation, and scheduling the refresh. One note before we start: RAG here means Red, Amber, Green, not Retrieval-Augmented Generation. Same letters, different idea.

Why a status signal beats a wall of numbers#

A static monthly report makes leaders hunt for the problem. A RAG dashboard points straight at it.

The direction of travel is clear. Gartner expects 90% of descriptive and diagnostic analytics in finance to be automated by 2027. A dashboard that flags status and explains itself is the practical face of that shift.

Build it in five steps#

The hard part is choosing the few KPIs that matter; the rest is wiring.

Pick five to seven KPIs, wire the data, set thresholds with finance, add the AI narrative, then schedule the refresh. For the operating model this dashboard reports into, see the GenAI FP&A operating model.

What the dashboard shows#

Each tile reads against its own threshold, and the colour tells the leader where to look first. Refresh the data to watch new readings flip the statuses.

Red, Amber, Green is deliberately simple: cash days red means act today, gross margin amber means watch, revenue green means hold. The numbers are illustrative; the discipline is real.

Where AI helps#

AI writes the narrative, surfaces the driver, and re-runs the explanation on each refresh. You keep the KPIs and the thresholds. The variance logic behind the narrative is detailed in How to Run Variance Analysis with AI.

Ship one on your own data#

Practical GenAI in FP&A ships a Power BI dashboard with RAG alerts and an AI narrative as one of three production artifacts. You leave with a dashboard your leaders open daily.