What 88 Pianists Learned About AI Search Visibility
And pick a narrow enough definition of what you do that the existing coverage is thin. Competing to be the best documented answer to a specific question is a solvable problem. Competing for a broad category against everyone is not, and the small operators who do well here are almost always the ones who narrowed first. entity seo
It also means the wording of the coverage matters in a way it previously did not. A sentence describing what you do, for whom, in what geography, is directly usable. A sentence that mentions your name in a list of attendees is not.
You will find discontinued products described as current, old addresses, superseded pricing and misattributed capabilities. Each of those is being read as evidence, and publishers generally accept factual corrections when you supply evidence and make it easy.
A Numeric Name Is an Entity Problem Names beginning with digits behave differently across the web than names beginning with letters. They get written several ways, they sort strangely in directories, and they collide with unrelated numeric strings in ways that letter based names do not.
Alongside it, the first rewritten pages. Not a volume of new content, but your most commercially important existing pages restructured to answer directly and to carry specifics. You should be asked to confirm figures, since nobody outside your business can verify a lead time or a price range.
Two implications follow regardless of which system you are studying. Being findable by the underlying search step is necessary, and being worth quoting once fetched is what decides whether you are used. Almost everything actionable sits in those two requirements.
The instinct to delete legacy pages during a refresh is usually wrong. They are what the existing mentions point at, and removing them severs the connection between old corroboration and the current record.
Legacy Content Is an Asset and a Liability An older site carries accumulated mentions, which is genuine value that a new domain does not have. It also carries accumulated inconsistency: superseded pages, old contact details and descriptions that no longer match what the organisation does.
This matters because the prompt set is built from it, and a prompt set written from segment language measures your positioning rather than your market. If your brief says mid market operations leaders, the prompts will use that phrase and no buyer ever will.
Treat markup as something with a maintenance cost rather than a one off implementation. Prices change, people leave, products are discontinued, and structured data quietly keeps asserting the old version long after the visible page has been updated. Adding a schema review to whatever process already updates your pages costs minutes and prevents the most damaging failure mode, which is confidently stating something that is no longer true.
A reasonable formulation: after two quarters, we expect movement in mention rate on buying intent prompts, improvement in the accuracy of how we are described, and new citations from the sources our baseline showed matter. If none of those move, we will treat the approach as unsuccessful.
Track coverage for accuracy rather than only for volume. A monthly search for mentions of your company, read with an eye to whether the details are correct, produces a steady stream of small correction requests with a high acceptance rate. It is unglamorous work, it costs an hour, and it repairs sources that may otherwise feed answers about you for years.
Most engagements are judged too late, on a final outcome that arrives after the point where anything could have been corrected. The first quarter has its own deliverables, and knowing what they are lets you tell early whether you have hired the right people.
Gemini and Google Surfaces Closest to conventional search infrastructure, which has a practical consequence: work that improves your standing in Google search tends to carry over here more than it does elsewhere.
The acceptance rate on polite, specific correction requests is considerably higher than people expect, because no publication wants to be wrong. It costs an email and it fixes a source that may be feeding answers for years.
The better approach is to keep them, correct the facts, date them honestly, and make clear how they relate to the present. A page that says plainly what it documents and when is more useful than one quietly rewritten to look current.
Which Publications Actually Get Cited Do not assume, and do not use prestige as a proxy. Run ten prompts in your category and count the cited domains, because the pattern varies enormously by industry.
Keep the brief to something you would be willing to send to three suppliers unchanged. The temptation is to tailor each one, which feels attentive and makes the resulting proposals impossible to compare. Identical briefs produce differences that reflect the agencies rather than the instructions, which is the entire point of asking more than one.