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.
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:
- proflax.co.uk 100 / 100
- herbaldogco.com 100 / 100
- aniforte.co.uk 100 / 100
- thepetslarder.co.uk 100 / 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.
| Retailer | Readability score | Questions | Appeared in |
| Store A | 100 | 6 | 0% |
| Store B | 79 | 6 | 0% |
| Store C | 78 | 6 | 0% |
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
- uk.trustpilot.com cited 2×
- quora.com cited 1×
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
- u7buy.com 3 answers
- thevetdesk.com 3 answers
- newsweek.com 3 answers
- krawlo.com 3 answers
- zooplus.co.uk 1 answer
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
- Your platform is not the problem. Four retailers here
hit 100 across four different setups. If you are on WooCommerce or Wix and
assumed you were structurally behind Shopify, this category says otherwise.
- Trustpilot is the one repeated source. It was the
most-cited in both categories measured so far.
- The answers are being filled by non-retailers. That
is an opening, not just a loss: the pages winning these questions are
beatable in a way that an established competitor would not be.
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.
- Three stores is a probe, not a sample, and this cut
is thinner than our natural beauty one.
- One assistant, one day. Model answers vary between
runs and change over time.
- We measure machine readability, not shop quality.
Nothing here says anything about the products, prices, welfare standards
or service of any business named.
- We do not name the three measured for appearance.
Publishing "this named retailer is invisible to AI" would harm a business
that has done nothing wrong. Retailers above are named for scoring 100,
for being cited, or for appearing.
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