Personalization at Scale: Recommendation Engines That Actually Lift Revenue
"Customers also bought" is table stakes, and most stores stop there. The recommendation systems that move revenue go further, deliberately.
Nearly seven in ten carts get abandoned industry-wide. The generic "send a reminder email" advice fixes almost none of the actual causes.
Cart abandonment rate is one of the most-cited and least-diagnosed metrics in eCommerce. Almost every store has a number somewhere near seventy percent, and almost every team responds with the same generic playbook — an abandoned-cart email sequence — without first finding out which of several very different problems is actually driving their number.
A reminder email addresses none of the first three. It can even make the fourth worse, by teaching price-sensitive shoppers to add items, wait for a discount code, and repeat the cycle every time.
Session recordings on the actual checkout flow, segmented by device, tell you within a day which of these causes dominates for your store specifically. We do not touch the email sequence until we know whether the problem is cost transparency, friction, device performance, or genuine price shopping — because the fix for each is different, and the wrong fix is often worse than doing nothing.
Forced account creation remains one of the highest-impact, easiest fixes available, and stores still ship it because it is convenient for post-purchase marketing. Offer guest checkout with an easy, optional account creation prompt after the order is placed — you get the sale first, and you can still ask for the account.
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Thirty minutes with the people who would actually do the work — no discovery deck, no account manager.