Feedback & learning loop

• Closed-loop learning: Outcomes from executed tests (win/loss/inconclusive) map back to the originating hypothesis.

• Roll-ups: Learnings aggregate across experiments → campaigns/pages → account → industry (anonymized), so new teams inherit stronger defaults and waste less time retesting the obvious.