How can I use predictive analytics to prevent abandonment?

I've been running my Shopify store for two years now, and cart abandonment has been the bane of my existence. We're spending thousands on Meta ads, driving great traffic, but watching potential customers slip away at the checkout feels like watching money literally disappear. I've tried generic pop-ups, standard discount codes, but nothing seems to truly understand why people are leaving. Last month, our cart abandonment rate was a staggering 72%, which means out of every 100 potential customers who added items, only 28 completed their purchase. This isn't just frustrating—it's financially devastating. I know these aren't just random visitors; these are people genuinely interested in our products. Something in our current approach is failing to convert that interest into a sale. I need a smarter solution that doesn't just blast generic discounts but actually predicts and responds to individual visitor behavior. I'm looking for a method that can identify hesitant shoppers in real-time, understand their specific barriers, and present a personalized, time-sensitive incentive that feels genuinely helpful rather than manipulative. My goal isn't just to reduce abandonment—it's to create a more intelligent, responsive shopping experience that respects both my customers' decision-making process and my store's profit margins.