Separate discoverability from a guarantee
GEO is a useful label for thinking about discovery through generated answers. It becomes less useful when it is sold as a separate set of secret technical switches.
Google says its AI search features do not require special schema or a new machine-readable file. That does not make structured data irrelevant. It means we should use it to describe the page honestly, rather than treat it as a guaranteed citation mechanism. See Google’s AI features guidance in the references below.
Write a fact you can defend
Consider “we are the leading local specialist” beside “our team handles residential extensions in these three service areas”. The first asks for trust without offering a way to check it. The second can connect to named services, project examples and a real coverage policy.
A useful fact has an owner, a source and a scope. If a credential belongs to one practitioner, do not imply that it applies to every employee or every service. If a result came from one project, include its context rather than presenting it as a typical outcome.
Connect identities, not just keywords
We give the business a stable identifier and connect its services, people and locations to that identifier. The visible page tells the same story as the markup. Public professional records can support the identity when they genuinely refer to the same business or person.
Adding a well-known organisation to sameAs because it looks authoritative misrepresents that relationship. A trade-body membership link and the trade body itself are different things. Accurate relationships are more valuable than a graph with many nodes and little evidence.
Make answers useful on their own
A definition should name the thing, explain what it does and state its limits. A process should say what goes in, what comes out and what can fail. That helps a reader scanning the page and a system extracting an answer.
We use short conclusions and explicit assumptions for that reason. We do not hide essential qualifications in a footer while making a sweeping claim in the opening paragraph.
Treat AI visibility as an observation
Generated answers can vary by question, context and time. A screenshot of one mention is evidence of that response, not a stable share of a market. Record the question and date, and keep this separate from attributable website leads.
The practical work stays grounded: useful pages, verified business information, crawlable content and a working customer journey. A new discovery channel makes that work more relevant, not less necessary.
Our studio combines design, software development and search. These guides document our approach and link to primary references where platform behaviour matters.
About our method