The Hesitation Gap
Why high-intent shoppers don’t convert and why most tools miss it.
This page explains the shift from generic "personalization" to AI-driven decision intelligence.
Summary
Who this is for
Teams who know conversion drop-offs are nuanced, want insight (not just uplift), and believe AI should reason, not just automate.
Abandoned purchases are rarely lost interest. They are lost confidence.
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Observes behavioral signals as shoppers browse
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Infers shopper intent and confidence in context
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Identifies the specific uncertainty blocking the decision
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Dynamically generates the most effective intervention for that moment
From personalization to Decision Intelligence
Personalization shows more of something. Decision intelligence removes what’s blocking the decision.
This shift can help teams recover revenue without increasing traffic, reduce blind discounting, and understand the real reasons purchases fail to complete.
