Specialty questions
We gather information on the queries that matter to the company's audiences and on how different assistants answer them today.
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Services › Impact and evolution › Visibility in AI search (GEO and AEO)
We review how a company's information is published so assistants and answer engines have better sources for interpreting its products, specialties, documentation, and expertise.
We work on content, structure, data, and technical accessibility. No optimization can guarantee that an external system will cite the company or give a particular answer.
Improve the source before optimizing for the answer.
We gather information on the queries that matter to the company's audiences and on how different assistants answer them today.
We check that specifications and data appear as text on stable pages, not only in images or scanned PDFs.
We identify questions the company could answer with its own approved material.
We implement markup when it helps describe the organization, products, and documents, to complement the content.
We review names, brands, products, and descriptions to reduce contradictions across the company's own pages.
We rerun an agreed sample of queries to track presence, sources, and changes as an approximate signal.
How it works
We define relevant queries by product, procedure, specialty, or company.
We compare the assistants' answers with the sources the company has published.
Gaps, hard-to-read formats, and contradictions are identified.
We work on the pages, structure, and data the company does control.
Medical or technical content is built on approved documentation.
We rerun the sample using a consistent methodology and record changes.
The system's variability is part of the report.
SEO targets a search engine's results; AEO and GEO (answer engines and generative engines) target the answers assistants put together. They share the same foundation: clear, well-structured content.
No. The information can be organized so it's easy to interpret, and we can measure whether the company appears.
Usually not. The work starts with the main product pages and common questions in the specialty; whatever is in PDFs or images becomes text.
If a crawler can't read the site, the assistant is less likely to use it as a source. The company decides what remains open, informed by the technical review.
By periodically tracking specialty questions across different assistants. It's an approximate measurement because answers change, and the reporting reflects that.