The bill arrives every month. The explanation does not.

Billing data is ingested on a daily cadence with a separate monthly-close run, and each cost period reports both its billed cost and its effective cost so discounts and commitments are not silently flattened into one figure.

Every ingestion run is recorded with its reconciliation state, so the console can tell you whether a period is settled or still moving instead of presenting a partial month as if it were final.

Ownership rules attribute cost to owners and cost centres, and the attribution coverage is reported as a number alongside the unattributed amount — the honest version of tag-based allocation, which is never complete.

Costs are decomposed by category, by owner, by resource and by day, with period-over-period movement so a change is traced to what moved rather than asserted.

Forecasting produces a low, expected and high figure rather than a single line, budgets are tracked against it, and anomalies are surfaced against the daily series.

Savings recommendations carry a portfolio upper bound and an explicit accept-or-dismiss decision, so a recommendation has a state and a person rather than being a row on a list.