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What Changed

Before and after
Before After
Dashboard-first AI-first
Raw metrics Prioritized insights
Manual analysis Automated interpretation
Sales dependency Self-serve
Hours → days Minutes
Success Metrics
Metric Goal Alpha Result Insight
Summary understanding 70% users understand campaign summary without explanation 88% AI explanation made metric changes easy to understand
Confidence to take action 60% 79% Action suggestions reduced uncertainty
Users who took recommended action 40% 56% Action recommendations drove real decision-making
Trust in AI explanation 65% 87% Transparency of reasoning improved trust

Users understand the product, and we need to work more on improving generic recommendations to increase confidence to act.

Thank you Bonus: Admin portal prototype