Month-end still fails the same way. Product analytics, billing, and the warehouse each define trial, convert, and ARR. The pack is rebuilt the night before. Audit is a reconstruction project.
Company Brain is not a second ledger. It is the cited layer above the stack Finance already runs. Formulas have owners. Lineage sits on the figure. Exceptions have names.
What changes on close week
- ARR and NRR are certified once. Looker, the deck, and chat share the ID.
- A 2% delta opens the spec: grain, exclusions, FX, last change.
- Unmatched and material items sit on a board with a person and a due date.
- The pack is a cut of those objects. It is not a Sunday rebuild.
How to land it in 60 days
Name the grain first: account, entity, period, cost center. Connect billing, warehouse, dbt, and BI as metadata. Document one close path end to end. Then certify ARR and NRR. Pre-merge impact on models that feed the close comes next.
When someone asks “why did convert drop?”, Company Brain answers from governed context. It does not invent a column. Thin context is said out loud.
Continue on the Finance use cases page, or try the live demo.