Refusals are first-class evidence
Most gateways record what ran. Planverity records what was refused and the constraint each candidate failed, separating a hard-policy exclusion from a quality-threshold miss. One is governance and one is tuning; conflating them leads operators to relax a policy when they only needed to lower a threshold.
Measured is never confused with estimated
Predicted cost and billed cost appear side by side and labelled. An unmeasured quality score reads 'not yet measured', never zero. A savings baseline with no feasible alternative reads 'no alternative existed', never $0 — a zero would claim the alternative was free.
Usage records are immutable
A database trigger rejects updates and deletes on settled usage. Corrections are adjustment rows, not edits, so a cost figure cannot be quietly revised after the fact.