Pick a baseline window
Compare like-for-like seasons. A three-week spike after launch usually reflects curiosity traffic, not structural savings.
Separate one-time from recurring
Implementation costs are real—but they are not the story. Recurring savings and quality improvements should stand on their own after ramp.
Attribute conservatively
If multiple initiatives ship together, split credit transparently. Leadership trusts conservative numbers more than heroic ones.