Clear entities
Define the organization, services, people and locations consistently.
Visible2 is an AI visibility consultancy that helps businesses understand how AI systems interpret, trust, and recommend websites in AI-driven search and discovery.
Generative Engine Optimization, or GEO, is the practice of improving content and entity signals so generative search systems can understand, retrieve and use a business as a source or recommendation.
Generative Engine Optimization, or GEO, is the practice of improving content and entity signals so generative search systems can understand, retrieve and use a business as a source or recommendation.
GEO overlaps heavily with SEO. The useful distinction is the output: conventional search optimization competes for ranked links, while GEO also considers whether a generative system can confidently synthesise your information into an answer.
Define the organization, services, people and locations consistently.
Publish concise, factual answers to the questions users ask before buying.
Support important claims and build independent corroboration rather than relying only on self-description.
Do not hide critical content from crawlers behind scripts, images or blocked paths.
Track citations and recommendations across repeated prompts instead of claiming success from a single response.
GEO is not a magic schema type, an llms.txt file, keyword stuffing for chatbots, or a guaranteed way to control an AI model. Those tactics can distract from the harder work of making a business clear, useful and verifiable.
The terminology is still evolving and the disciplines overlap. Visible2 treats them as methods that contribute to one measurable business outcome: AI visibility.
Google's May 2026 guidance explicitly addresses GEO and AEO. Its position is that optimizing for generative AI search is still optimizing for Search, because AI Overviews and AI Mode are rooted in Google's existing ranking and quality systems.
That does not make the term GEO useless. It is a convenient label for work that considers generated answers, citations, entities, query fan-out and recommendation visibility. But on Google, the work should build on SEO rather than bypass it.
Make the content crawlable, indexable where required and stable enough to retrieve.
Publish first-hand expertise, original data, case studies and decisions rather than generic summaries.
Make the organization, people, services and external profiles describe one coherent business.
Earn accurate mentions in the places the wider web uses to understand your category.
Track whether buyer-question visibility actually changes instead of assuming implementation equals outcome.
Start with evidence. Run the free Visible2 scan to check whether the website foundations are in place. If the site is ready, move to repeated measurement of the buyer questions that matter rather than making speculative changes.
Supporting guides, case studies and measurement notes from the Visible2 Knowledge Center.
GEO and AEO describe methods. AI visibility is the outcome you can actually measure.
Five steps, in order: access, identity, useful answers, corroboration and repeated measurement.
The overlap is real and most of the industry overstates the difference. Here is the honest version.
Run the free scan and get the complete findings.
Visible2 is not affiliated with similarly named brands in telecom, health, or clinical research. Visible2 is an independent consultancy.