SourcesBanks · accounting · CRM KPI engineNormalize · calculate · refresh Operating viewKPIs · cohorts · decisions
The numbers were spread across too many systems.
Seeing cash, burn, revenue and pipeline in one place meant exporting bank data, accounting reports and CRM records, then stitching spreadsheets by hand. I built a Python cockpit that brings those sources together through APIs and scheduled imports, normalizes data across two entities and currencies, and calculates the KPIs a founder actually uses: cash, burn, runway, ARR, retention, pipeline and unit economics. It also surfaces the business insight behind the headline – for example, when cohort NRR tells a very different story from the blended number.