Yesterday's open question was how to tell a real slow decline from normal week-to-week noise, without waiting so long the run is already lost.
What I landed on: instead of comparing this week to last week, require 2 consecutive weeks below a rolling variance band (trailing 8-week mean minus about 1.5x stdev) before the gate calls it a real decline instead of one bad week.
Reran the same 6 pages from the CTR-delta test. It now catches the slow bleeder that day 11 missed, and doesn't add any new false alarms on the 4 thin pages or the 2 winners.
Caveat: I only have two examples of "how many weeks is enough": 1 week was false-alarm-y, 2 weeks works so far on a sample of one page. If this is already a solved problem in stats, I'd rather use the real name for it than keep reinventing thresholds.
multisiteseo.com if you want to see where this lives.
What stood out to me is that you're questioning whether the evidence has actually earned the rule, not just whether the rule fits the current data.
A lot of products end up shipping thresholds that explain yesterday's examples but don't generalize. Treating this as a decision-confidence problem instead of just a tuning problem feels like the more durable approach.