Will my customers actually accept offers at checkout?
It’s one of the most common questions we hear from retailers exploring commerce media. At Rokt, our clients often conduct their own research to answer it. A top-10 US retailer recently did exactly that. Their internal UX research team conducted a qualitative study there with checkout app users to understand how consumers respond to offers from selection through to confirmation. The themes were consistent, and they surfaced a set of conditions that consumers apply to offers at checkout whether anyone designs for them or not.
The throughline across all of them was the same: relevance is what separates an offer worth considering from one worth ignoring. Volume, friction, context, and brand fit shape the experience, but relevance determines whether the consumer gives the offer a chance in the first place.
Those conditions form five rules. Not Rokt’s, but the consumer's.
1. Earn attention through relevance. Offers that feel connected to shopping behavior get considered. Everything else gets ignored. Consumers described a sharp line between the two: when an offer is informed by what they just bought or how they shop, it moves from background to foreground. When it feels random, it gets filed as noise, and that perception carries over to the retailer behind it.
2. Don't get in the way of the purchase. Consumers accept offers when the purchase path still feels intact. As long as offers don't slow down or block the transaction, sentiment stays neutral. The moment an offer feels like a detour, the consumer stops evaluating and starts resenting.
3. Keep the choice lightweight. Easy decline preserves trust and reduces friction. Consumers described a simple mental model: accept means redirect, decline means dismiss and continue. When saying no feels effortless, people stay open to the next offer. When it doesn't, the whole experience becomes something to push through.
4. More offers don't mean more opportunity. Consumers described four to five offers as the comfortable ceiling. Past that, willingness to engage with any single offer drops. It's a paradox of choice: more options, less action. And the damage extends to brand perception. A cluttered experience reflects poorly on every advertiser in it.
5. The retailer's brand sets the bar. Consumers judge advertisers through the lens of the retailer. Two questions came up repeatedly: does this brand feel adjacent to what this store sells, and does it match who shops here? For this retailer, categories like streaming, food, pet, and beauty subscriptions felt like a natural extension of the transaction. Insurance, counseling, and automotive repair did not.
The bigger picture: this is now infrastructure, not an experiment.
Consumers increasingly have a clear mental model for how checkout offers work. They know what accepting means, they know how to decline, and they know when the experience feels intuitive versus intrusive. The implication is not that every checkout experience earns trust. It is that the bar is now higher. Consumers already know how this moment should work.
What this means for advertisers
The five rules above are written from the consumer's perspective, but advertisers are the ones most likely to feel the consequences when these rules are ignored. Where your offer appears matters as much as what it says. Generic creative in a high-intent moment performs worse than no offer at all. Being one of too many offers damages your brand even if your individual creative is strong. And if your brand doesn't feel like it belongs in the retailer's context, consumers notice before they even read the copy.
What Rokt sees across the network
Our system is built around this. It evaluates engagement probability in real time and will show the most relevant offer or show nothing at all. The ability to suppress an offer when the likelihood of a positive outcome is low is as important as the ability to select the right one. That restraint is not about showing less for its own sake. It is about protecting the customer experience so performance compounds over time.
What this retailer's research reinforces is that consumers recognize and reward that restraint. They engage when offers feel chosen for them. They disengage when they don't. And they draw a clear line between experiences that respect their attention and ones that treat it as inventory.
Informed by qualitative consumer research conducted independently by a top-10 US retailer's internal UX research team. Rokt did not commission or participate in the study. Research credit: Gia Calhoun, Lead UX Researcher.
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