Three model years on one search page, and no way to tell them apart

Search for the brand and three model years appear side by side, in the same chassis, with the same product photography, at three different prices. The listing titles differed by a two-character suffix. A shopper comparing them has no way to know whether the cheaper one is a bargain or a two-year-old processor, so a meaningful share of them left for a competitor whose page answered the question.

The ones who stayed often bought wrong. Eleven percent of orders came back, and the return comments were consistent: the buyer thought they were getting the current machine. Those returns then landed as negative reviews on the old listing, which sat directly beside the new one in every search result, dragging the whole brand's presence down. Internally the old listings were kept because they still sold — nobody had noticed that most of what they sold was a sale the new listing would otherwise have made at a higher price.

We made the model year impossible to miss and gave old stock an exit.

• Generation in the title and the first image frame of every listing, in the position where shoppers actually compare.
• A comparison module on the current listing placing it against its own predecessor, so the decision happens on the brand's page rather than a competitor's.
• A retirement rule — a generation loses advertising at launch of its successor and is delisted once inventory clears, rather than living forever.
• Advertising consolidated on the current generation, with the prior year left to organic traffic at a clearance price that reads as one.

Eighty-four percent of sales now happen on the current generation, up from 38%, and the average selling price rose 21% as a direct consequence — the mix moved, not the price list.

Returns halved, because the most common reason for one was a misunderstanding the page now prevents. Revenue grew 36% while the number of live listings fell, which is the counterintuitive part: the brand was competing against its own back catalog on every search page and paying for the privilege in both margin and returns.