If reporting requires reconstruction, the system is not reporting.

• →Someone spends part of every week pulling numbers from multiple tools into a deck or sheet.
• →Two people report different numbers for the same metric.
• →Leadership asks a question and waits days for an answer that already exists somewhere.
• →The report format changes depending on who built it that month.

The data lives in the systems that generate it (CRM, field tool, accounting, spreadsheets), but nothing connects them into one number. Reporting becomes a manual reconciliation project that happens to repeat weekly or monthly.

The direct cost is the hours spent assembling it. The larger cost is timing: decisions wait for the report instead of the report existing when the decision needs to be made.

• →A "reporting person" whose real job is spreadsheet assembly.
• →A BI tool bolted onto data nobody cleaned up first.
• →A recurring calendar reminder to "pull the numbers."

Agree on one definition per metric before automating its production. Automating a report that two departments already calculate differently just produces the disagreement faster.

• →Pulling and combining data from source systems on a schedule.
• →Producing the same report format automatically, every time.
• →Flagging when a number moves outside an expected range.

• →Interpreting what a number means for a decision.
• →Defining the metric in the first place.

We identify which reports are actually used for decisions, define each metric once, and connect the source systems so the report produces itself. The reconciliation step gets removed, not sped up.