We analyzed which recommended actions marketing teams approved, ignored or reversed — and what separated the decisions that produced measurable impact.
What shipped this quarter in Paid Lens: a ranked action queue with expected business impact, confidence scoring on every recommendation, and pipeline-aware attribution.