Why KPI Dashboards Drift and How a Metric Layer Fixes Them

Short summary

KPI dashboards break because business logic lives in the dashboard rather than a governed metric layer, causing definitions to drift independently across teams. Revenue, churn, and active-user metrics get re-implemented per dashboard, leading to mismatched numbers and eroded trust. The fix is a shared semantic layer that serves dashboards, APIs, AI agents, and embedded analytics from one source of truth.

• •Dashboards drift because each re-implements business logic independently
• •A governed metric layer eliminates duplicate definitions and mismatched numbers
• •One semantic layer can serve dashboards, Slack, AI agents, and embedded analytics

Generated with AI, which can make mistakes.