Estimated savings are a hypothesis. Verified savings are an operating record.
Savings need proof after the change
A recommendation can estimate value before engineering acts. After the action lands, the team should compare observed spend against the expected result over the next billing cycles. Without that step, finance cannot separate durable savings from usage shifts, seasonality, or accounting noise.
The savings workflow is not complete when the ticket closes. It is complete when the bill reflects the outcome.