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Research · Category cut · UK pet retail

Five platforms, one blind spot

UK pet retailers are spread across more e-commerce platforms than any category we measured. It made no difference to whether an AI assistant mentions them.

Measured 7 August 2026 9 retailers scored 3 tested for appearance From the 2026 Q3 study

The most fragmented category we measured

Nine retailers, running on five different platforms: Shopify, WooCommerce, Magento, Wix and one custom build. Most categories in the study were dominated by Shopify — natural beauty was seven out of nine. Pet retail is not.

That fragmentation makes this category unusually useful, because it separates two things that are normally tangled together: how good the merchant is, and how good the platform is.

85

is the median AI readability score here — lower than natural beauty's 100, but achieved without a single platform doing the work. Four retailers still scored a perfect 100.

The four that scored 100:

Scores ranged from 57 to 100, with a mean of 84.7. One of the ten retailers we tried returned nothing at all to our crawler.

And again, nobody appeared

We measured three of the nine for appearance: how often each shows up when an assistant is asked six real buying questions in this category.

RetailerReadability scoreQuestionsAppeared in
Store A10060%
Store B7960%
Store C7860%

Eighteen questions, zero mentions — the same result as natural beauty, in a category with a completely different platform mix. Whatever is keeping these retailers out of AI answers, it is not their platform and it is not their markup.

Three stores, and thinner than our beauty cut. These three generated only three source citations between them, against seven in natural beauty. That is not enough to characterise what the assistant reads in pet retail — it is enough to say what it read on the day we asked. We are reporting it because the alternative is publishing only the categories that happened to produce tidy results.

What the assistant read instead

No pet retailer's own site. No specialist pet publication. A review aggregator and a general question-and-answer site.

The one thing that repeats across categories

Trustpilot was the most-cited source in both of the categories we have measured so far — pet retail and natural beauty. Two categories is not a pattern and we are not going to call it one. But if you are deciding where to spend effort before we publish more, that is the only source that has shown up twice.

And who appeared in the answers

Worth noticing what that list is and is not. It includes a general news publisher and several sites that are not UK pet retailers. Only one established pet retailer appears in it. We are reporting which domains came back, not judging them — but if you sell pet products in the UK and wondered who is taking the mentions you are not getting, this is the honest answer: largely not your competitors.

What this suggests, stated as a suggestion. In a category where the assistant is pulling from a review aggregator, a Q&A site and general news, the gap is not technical. It is that almost nothing on the open web discusses these retailers in a form a model can use. Fixing markup does not create that. We measured what got cited; we did not run an experiment proving that getting cited causes mentions.

If you run a pet store in the UK

Method and limits

Ten retailers drawn from organic results of commercial searches in this category, marketplaces and large chains excluded; nine returned enough to score. Readability across 17 checks. Appearance measured on three, six questions each, on 7 August 2026.

Check your own store free Read the full 2026 Q3 study
Goppa (2026). UK pet retail: five platforms, one blind spot. Category cut from The State of AI Shopping Readiness, 2026 Q3. Retrieved from https://trygoppa.com/study/uk-pet