10000app
10000app #0060 · PMF pre-judgment 80/100 · 30 days + 150 qualified visits before a behavioral verdict

The variance is calculated.
The reason is evidence.

Match one period of redacted budget and actual rows by account and department. Revenue and expense impacts use explicit signs; zero budgets and missing rows become holds. No model invents why a number moved.

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Budget-to-actual impact reconciliation

Review gateADD BUDGET AND ACTUAL ROWS
Matched keys0
Unmatched / invalid0
Favorable impact$0
Unfavorable impact$0
Zero-budget rows0
Period / account / departmentTypeBudgetActualRaw ΔEconomic impactΔ %

    Top rows are ranked by absolute economic impact, not materiality policy or causality. Revenue above budget is favorable; expense above budget is unfavorable. Confirm signs, completeness and cause in source systems.