The invisible shelf: two thirds of searches now end without a click, and thin product data is why you are missing
Here is a number worth sitting with. Research by Akeneo, published as a report called The Invisible Shelf, found that more than two thirds of Google searches now end with no click through to any external website, and that this rises to around 80% where an AI-generated summary is shown. The search still happens. The question still gets answered. It just gets answered on the results page, using whatever product data the machine could find, and nobody visits anybody's website to check. For a small brand this changes the problem completely. You are not competing to rank above a competitor any more. You are competing to be present in an answer that gets assembled without you.
One caveat before we go further, because it matters. Akeneo sells product information management software. The finding that thin product data makes you invisible is precisely the problem they are paid to fix, so treat their framing accordingly. That said, the headline no-click figures are corroborated well beyond Akeneo, and the underlying mechanism is not really in dispute: if a machine cannot read structured, specific, machine-readable information about your product, it cannot cite you. Akeneo's own figures put hallucination rates across AI models at somewhere between 15% and 52% when structured product data is missing, which is their number rather than an independent one, but the direction of travel is the point. When the data is absent, the model does not leave a gap. It fills it.
The genuinely useful finding is the third one. Akeneo reports that 47% of AI Overview citations come from pages ranking outside the traditional top five. Read that again, because it is the most encouraging thing in the whole report for a small business. Classic SEO is a game of authority and budget, and a five-person nursery brand is never going to outrank a national retailer on the strength of domain authority. But being the page with the clearest, most complete, most specific product information is a different contest, and it is one you can actually win. The things that matter are dull and entirely within your control: full material composition rather than 'premium fabric', real dimensions and weights, age ranges, wash and care instructions, what is in the box, safety and standards information, and answers written out in plain sentences to the questions parents genuinely ask. Structured data markup on your product pages helps. So does an FAQ that answers questions rather than repeating the marketing copy.
If you are wondering where to start, start with your ten best sellers and nothing else. Open each product page and read it as though you were a machine with no interest in your brand story, then fill in every specification a parent might reasonably want and cannot currently find. It is unglamorous work and it takes an afternoon per product done properly. The compounding bit is that this is the same work as a digital product passport, which is coming whether we like it or not, and the same work that makes a retailer's onboarding form easy to complete. One piece of effort, three payoffs. Very little else in digital marketing is that honest about its return.
FREQUENTLY ASKED QUESTIONS
What actually counts as product data?
Everything factual and specific about the item, as opposed to how you describe its appeal. Material composition with percentages, dimensions, weight, age grading, capacity, colourways, care instructions, country of manufacture, applicable safety standards, what is included, and any certifications. If a buyer or a parent could ask a factual question about the product and your page does not answer it, that is a gap in your product data.
Does this mean SEO no longer matters?
No, it means the job has widened. Ranking well still drives the clicks that do happen, and it still matters for your own site's conversion. What has changed is that a large share of searches now end in an answer rather than a visit, so being quotable by a machine has become a second, parallel discipline. The good news in Akeneo's research is that the two are not the same contest: nearly half of AI Overview citations came from pages outside the traditional top five, which means clarity and completeness can beat domain authority.
We are a tiny team. What is the minimum useful version of this?
Take your ten best-selling products and give each of them one focused session. Write out the full specification, add an honest FAQ that answers the questions your customer service inbox actually receives, and make sure the same facts appear identically on your own site and on every marketplace or stockist listing. Inconsistency between listings is its own problem, because it gives a model conflicting information and a reason to trust neither. Ten products done properly beats a hundred done vaguely.
If you are not sure whether your product information is doing its job, on your own site or on a retailer's, we look at exactly this when we get brands retail ready. Come and have a conversation at The Nest.
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