Notes from the studio
Practical writing on ledger anomaly detection—written for controllers and internal audit, not tooling catalogues.
When a Ledger Outlier Is Not an Error
Anomaly detection fails when every unusual posting is treated as a defect. Context separates noise from risk.
Building Thresholds for Manual Journals
Absolute amount thresholds miss small, repeated journals that accumulate into material misstatement risk.
Suspense Accounts as Early Warning
Aged suspense is rarely a filing problem. It is often the first visible sign that a process upstream is broken.