Comparison

Revenue dashboards tell you revenue fell. Not why.

Dashboards aggregate settled facts faithfully. Leakage lives inside movement chains as absence — a third object neither chart reads. When margins erode without volume explanation, the instrument gap becomes visible; this page names it precisely.

The micro-example

Dashboard shows refund $100 ✓ and revenue −$100 ✓ — both true. The $90 stranding lives in the transfer object neither chart queries. Truthful aggregation coexisting with silent loss is the whole pathology.

Instrument metaphor, stated once

Dashboards observe outcomes; detectors test expectations. Buying more dashboards cannot add the missing question any more than more thermometers measure pressure.

Feeding recovered dollars back

Resolved-finding exports plot onto dashboards so recovery work becomes visible alongside the losses it counters.

Common questions

Do you offer a dashboard?

The findings queue is operational rather than analytical; exports feed whatever BI layer you prefer.