Featured Research Report
The Agency Paradox: Why Frictionless AI Destroys Long-Term Product Retention
For two decades, software PMs eliminated friction. But in generative AI, 1-click "magic" creates black-box anxiety. When users lose agency, trust crashes after the first hallucination. Research shows that engineering "productive friction" (Control Gates) increases 90-day retention by up to 3.4x.
Traditional 1-Click Flow
Input→
Black Box→
High Anxiety Output
High-Trust Agency Flow
Input→
Scope Gate→
Interim Review→
Verified Output
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