How do I personalize recovery offers based on shopping behavior?

I've been struggling with cart abandonment for months. Our store gets decent traffic, but too many potential customers add items to their cart and then disappear. It's frustrating watching potential revenue slip away. I know these aren't just random browsers—they're genuinely interested shoppers who need just a little extra nudge. Traditional discount strategies feel too blunt: either I'm giving away margins to everyone or missing opportunities with hesitant customers. I want a sophisticated approach that understands each visitor's unique shopping intent. My current methods—generic welcome discounts or site-wide sales—aren't cutting it. I need a way to intelligently track visitor behavior, predict their likelihood of purchasing, and then craft a personalized offer that feels timely and relevant. The goal isn't just to throw a discount at everyone, but to strategically intervene at the right moment with the right incentive. I want to create offers that feel like a helpful nudge, not a desperate plea. My dream solution would analyze individual browsing patterns, understand purchase hesitation signals, and generate targeted, time-sensitive offers that actually move the needle on conversions.