FoundIt! - Intent Led Product Discovery

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Warren Cowan · 14 April 2026
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Retail media looks like free money, but you're selling your shop floor. What sponsored results really cost in trust and conversion, and what to do now.

What Retail Media Is Really Costing You.

Everyone in retail right now is talking about retail media. And I get it. It looks incredible. Extra revenue with virtually no marginal cost. You've already got the traffic, you've already got the eyeballs - why not monetise the real estate?

It feels like printing money. And for a lot of retailers who've been squeezed from every direction - rising acquisition costs, stubborn conversion rates, margin pressure from every angle - it feels like the answer they've been waiting for.

But there’s a question nobody seems to be asking.

What is the opportunity cost of selling the most valuable discovery real estate on your site to the highest bidder?

That's what this issue is about. Because I think retail media, as it's being deployed right now, has a problem that nobody is measuring. And until someone does, we're going to keep paying a price we can't see.

You're Selling the Shop Floor

Think about what your homepage navigation, your category landing pages, and your search results actually are. They're not just screens. They're the digital equivalent of your shop floor. They're the space where customers decide whether to stay or leave, whether to browse or bounce, whether to find what they want or give up in frustration.

That space is the most important experience real estate you have. And right now, a lot of retailers are flogging it to whoever will pay.

I've seen search results where the first four rows are all sponsored. Category pages where banners from brands who've paid for placement push the actual products down the page. Carousels that are entirely paid-for inclusions with no organic relevance to what the customer was looking for.

And the honest truth is that those sponsored slots aren't being tested for what they cost. They're tested for what they earn.

Everyone will A/B test a layout change down to the last pixel. Nobody A/B tests the banner that pushes everything off-screen.

I was looking at a retailer's search results page recently. A customer had searched for laptop bags. The first results? Sleeves. Sponsored sleeves. Not laptop bags. Sponsored, sponsored, sponsored. None of them was what the person actually searched for.

Now ask yourself: is that retailer making more money from retail media than they're losing from that broken search experience? I'd bet they haven't got the faintest idea. Because nobody's measuring the other side of the equation.

The Bun Fight I Sat Through

I have a very specific memory that crystallises this for me.

We deployed our intent-led navigation on a major retailer's site. The test was going well, customers were finding things more easily, and the numbers were moving in the right direction. Good story.

Then the retail media team came knocking. Because we'd taken the nav space. And in that space, there had been a paid banner. A banner they'd already sold to a brand.

What followed was one of the most surreal conversations I've ever sat through. On one side, this nav helps customers find what they want, and it's growing revenue. On the other: we've already sold that spot. We've promised delivery of impressions. We need it back.

Nobody in that room was arguing in bad faith. The retail media team had targets, commitments, and a commercial model to defend. The experience team had data showing the nav was working.

Both things were true. But they were completely incompatible.

And I sat there thinking: this is exactly the wrong conversation to be having. This is the structural problem. Not the nav, not the banner, but the fact that there's no framework for deciding what the space is actually worth, beyond what someone will pay for it today.

Google Figured This Out Twenty Years Ago

This isn't a new problem. Google faced the exact same challenge in the early days of paid search.

Advertisers would bid on keywords that had nothing to do with what they actually sold. American Express bidding on concert ticket terms. Completely irrelevant ads are appearing because someone had the budget to outbid everyone else.

The result? Users stopped clicking. And when users stopped clicking, Google stopped making money. So they did something smart.

They introduced the Quality Score.

The idea was elegant in its simplicity: if your ad isn't relevant to the search, people won't click it. If they don't click it, Google charges you more. Relevance gets rewarded with a lower cost per click. Irrelevance gets penalised with a higher one.

What that did was create a financial incentive to be relevant. Not just to afford the space, but to deserve it.

Retail media today is where Google was before Quality Score. It's the wild west. You pay. You get the spot. Nobody asks whether you should be there.

And the reckoning is coming. Because what retail media networks haven't yet figured out is that relevance has a cost, too. Not just a price. A cost to the customer experience, and therefore to conversion, and therefore to the long-term value of the platform they're monetising.

You can't keep degrading the experience and keep the revenue. At some point, customers start going elsewhere. And the money you made from the banner looks a lot less attractive set against the loyalty you've quietly eroded.

The Hidden Cost Nobody's Measuring

Let me put this plainly. If improving the product discovery experience on your site could add meaningful percentage points to your headline revenue, and retail media is degrading that experience by occupying the space discovery needs, what's the net position?

Retail media revenue goes straight to the P&L. It's visible, it's attributable, and it feels good. The cost of discovery is diffuse, hard to measure, and shows up elsewhere entirely. In bounce rates, in conversion drift, in customers who came once and didn't come back.

This is the same pattern we see with discounting. Discounting looks like a demand problem. But it's often a discovery problem in disguise, products that couldn't be found at full price, found only when someone stumbles across a deal. Retail media has a similar shadow cost that's hiding in plain sight.

The retailers I respect most are starting to ask: What is the cost of the experience behind the revenue I'm making? Not just the revenue. The whole equation.

Three Things to Do About It Now

So if you're an eCommerce director sitting with a retail media programme on one side and a conversion problem on the other, here's where I'd start.

1.  Run the test nobody's running.

A/B test your retail media placements for their impact on core experience metrics, not just impressions and click-through on the paid unit. Measure what happens to bounce rate, conversion rate, and revenue per session on pages where retail media is prominent versus pages where it isn't. You may already have the data. You're just not asking the right questions of it.

2.  Build a relevance threshold for paid placements.

Not everything that can be sold should be sold everywhere. Introduce a minimum relevance standard for where a brand or product can appear. Base it on contextual fit to the page, the category, or the customer's apparent intent. If Clarins wants to run a banner on a foundation category page, that's probably fine. If they want to run it on a less relevant category page, that should cost more, or not be available at all. Create the framework before you need it.

3.  Separate the real estate conversation from the experience conversation.

Right now, in most retailers, these two conversations are happening in different rooms with different people. The retail media team is optimising for the number of impressions sold. The experience team is optimising for conversion. Nobody's in the room where both conversations happen at once.

You need to fix that. Bring the data together. Build a shared view of the real estate's value, both in terms of what it earns and what it enables. That's the conversation that will actually move things forward.

The Bottom Line

Retail media isn't going away. And I'm not saying it should. Done well, it can be a genuinely additive experience, surfacing relevant brands, helping customers discover things they didn't know they wanted. That version of retail media is great.

But the version that floods search results with irrelevant sponsored products? That pushes data-driven customer experience initiatives off the page to make way for discovery real estate to the highest bidder without asking whether it belongs there -  that version has a hidden invoice. And it's landing somewhere in your conversion data right now.

The retailers who figure out the full equation are the ones who'll be talking about retail media in five years as a thing that worked. The ones who don't will be wondering why their site experience quietly stopped converting, even though the banner revenue looked great on the dashboard.

The Google moment is coming for retail media. The question is whether you build the Quality Score yourself or wait for the market to build it for you.

Warren Cowan - CEO & Founder, FoundIt!

FoundIt! Grows revenue for top retailers by 4-6% and is a Retail Tech Innovation: AI Awards 2026 winner. Download our award-winning case study at: https://www.foundit.com/