Retail clientFound in the answer, not just the results page
The problem
The site ranked respectably for its core terms and was still absent from the answers people actually read. Assistants summarising the category cited competitors, several of whom ranked below it. The content was written to be skimmed by a human already on the page, not quoted by a model deciding who to mention.
Project summary
- Word answer blocks per page
- 40–60
- Product data in structured markup
- 100%
- Services
- GEO, Content
- Delivered
- April 2026
- Industry
- Retail
What we did
Rewrote the category and product pages so each opens with a short, self-contained answer to the question the page exists for, before any elaboration. Product attributes moved into structured markup so specifications are machine-readable rather than implied by a photograph.
Entity signals were tightened: one consistent business name, linked profiles, and specifications stated as text rather than living only inside images.
What changed
The pages now say what they are in a form that survives being extracted. That is the whole mechanism — an engine cannot cite a claim it has to infer from a product shot.
Questions retailers ask usAnswered from what we built for this client.
Why do AI assistants mention my competitors but not my shop?
Often because the pages are written to be skimmed, not quoted. This retailer ranked respectably for its core terms, yet assistants cited competitors, several of whom ranked below it.
How do I get my products mentioned in ChatGPT and AI answers?
Open each category and product page with a short, self-contained answer to the question the page exists for, and state product details as text and structured markup rather than leaving them to a photograph.
Does ranking on Google mean I will appear in AI answers?
No. This site ranked for its core terms and was still absent from the answers people read. Ranking and being quoted are related, but an assistant needs a clear, extractable claim to cite.
Should product specifications be in images or text?
In text, and in structured markup. An engine cannot cite a specification it has to infer from a product shot, so specifications here moved out of images and into the page.
What is GEO for an online shop?
Generative engine optimisation: shaping pages so AI assistants can quote them. For this retailer it meant answer-first pages, product markup and one consistent business name across linked profiles.