The panel shows a name you no longer use
A former trading name, a merged brand, or a product line you retired still appears. We document the current official name and the sources that already say it.
Knowledge Graph Optimization
Knowledge Graph Optimization from senior consultants who turn search demand into rankings, traffic and revenue for your business. We start with a free audit and a 90-day plan built around your goals.
Our process
We capture what Google's knowledge panel currently shows about you, and what you want it to say.
We list the sources you control or can document, such as your site, About page, profiles and registries.
We match those sources to the panel and work out what can be requested or corrected through Google.
We set up simple monitoring with a panel screenshot, the official name and a date to check again.
Position
A Knowledge Panel is not a ranking. It is a box of facts Google chose to show. Search intent on your About page still has to match the name in that box. If the panel lists a founder who left, or a product you killed, the public graph is stale. This page works that mismatch.
Entity SEO specifies the named thing on your site and in markup. That spec can feed this work. It is not this work. Digital PR owns new editorial coverage. Local listings belong on Google Business Profile. LLM entity work tests a model merge. This page starts from what the panel and related graph cards already display.
We will not promise a panel if you have none. We will not edit Wikipedia as a ranking product. We will not treat a logo in schema as proof Google will show it. If two legal entities share a trading name, we name that collision first.
Compare packages if a published retainer already fits. Use Entity SEO when a related service is the real job. If this page is still a guess, start with a free AI + SEO audit.
When this fits
This page fits when Google already shows a box of facts that is stale, mixed, or incomplete. If you needed an identity spec, a meaning pass on copy, or a PR program, start there.
A former trading name, a merged brand, or a product line you retired still appears. We document the current official name and the sources that already say it.
A similarly named org sits in the same facts. Keyword targeting the homonym in titles will not split the graph. We list collisions and which sources belong to you.
The panel or related cards still use a dead LinkedIn, a sold domain, or a closed Wikipedia draft. We map profiles you control today.
We will say so. Eligibility work can still clean official facts. A purchased panel is not a deliverable. If the unknown is how models describe you, that is an AI search audit.
Process
Four jobs, in that order. Each job produces a note legal and brand can keep. We do not start a Wikipedia campaign in the last job. The point is evidenced public facts, not a box Google owes you.
Outcome A dated list of panel facts versus official facts, including blanks.
Outcome A source list that can support the official name, with gaps named.
Outcome
Outcome A recapture date, not a ranking report.
Deliverables
You leave with a fact gap list, a source list, a request note, and a recapture date. You do not leave with a guaranteed panel, a Wikipedia article, or a ranking date.
What the panel shows versus what you will stand behind. Dated. Last year's screenshot is not this list.
The name, legal entity, and aliases that are still the same company. A campaign slogan is named if it collides.
Profiles and pages you control that already state those facts. Missing sources are gaps, not a directory shopping list.
What can be requested through Google's surfaces, what must change on your site first, and what we will not attempt.
When to recapture the panel. A weekly score is not a recapture. A ranking promise is not a recapture. An acquired brand that still has its own domain can keep a second panel. Mixing both names on one About page is how Google picks the wrong company. We list which domain owns which name.
Benefits
Brand and legal agree the line. The About page can stop arguing with the panel.
A similarly named company is documented. Titles that target the homonym are named as a risk.
The source list uses what you control now. Old social URLs are retired on purpose.
Someone recaptures the panel. Nobody pretends a plugin update bought a box.
Methodology
This works when legal can confirm the name, and someone can edit About and official profiles. If both are missing, we are collecting screenshots. We are not evidencing facts.
We start with the live panel if it exists, the legal name, and the About page. If any of those is missing, we name it first.
We fetch published HTML on official pages. We do not trust a brand deck. Does this About page match search intent for the company people look up? Is another org in the same facts?
You may rename the roles below. You may not leave the official name implied. An implied alias is how two brands share a box.
First working session
The first hour is what Google already shows, plus the legal name. It is not a tour of schema generators.
We open the panel if it exists. We list every fact in it. We list the official name you will stand behind. If two facts collide, that is the job. If Organization markup on the site is the gap, that is Entity SEO. If new coverage is the gap, that is Digital PR.
Then we fetch the About page and the profiles you named. We compare that to the panel. The extra or missing facts are usually the job. A Knowledge Graph API demo is not evidence of what users see.
We leave with a first gap list or a stop. A list names the fact, the source, and who can change it. A stop names what is missing: legal sign-off, a panel that does not exist, or a listing that is actually local. Both are outcomes. A Wikidata shopping list is not.
AI search
Consistent public facts can help later extraction. This page cannot sell AI Overviews, a chat mention, or LLM visibility as a score.
People ask whether a cleaner panel will land the brand in Google AI Overviews (AIO). If the panel mixes two companies, generative search has a messy name to lift. That is ours to tidy as evidence. A program across search UIs is AI SEO.
AI search needs a page it can fetch. A brand deck that never published does not help. Nobody can guarantee a spot in AI Overviews, but clear pages improve your chances.
We check whether panel facts and the About page use the same organization name. That is entity optimization as a public-graph input. The full identity spec still lives on Entity SEO.
LLM visibility needs a sentence a model can quote, then measurement on LLM SEO. A panel screenshot can show a stale fact.
Schema
Organization JSON-LD helps a machine read a name the page already states. This work can flag a mismatch with the panel. Schema supports the work; it is not the whole job. Identity markup depth stays on Entity SEO.
If schema says one legal name and the H1 says another, extractors guess. We name the mismatch. We keep names clean instead of stuffing aliases.
Dead social URLs in markup train the wrong graph. We list which links may stay. Fake directories do not go in the array.
Markup will not force generative search to cite you, and it will not force a Knowledge Panel. Good markup makes you eligible; it cannot buy a mention.
Who we work with
Someone has to sign the official name. We work with that person. We do not replace them with a second brand retainer.
Confirms the name, aliases, and which former brands are retired. Holds the line when marketing wants a slogan in the panel.
Can update About copy after the gap list. They print the name. They do not need to become Wikidata editors.
Can keep going once dead profiles are named. If they try to run this as a coverage campaign, two jobs collide. Coverage stays on Digital PR.
FAQ
Google's Knowledge Graph and Knowledge Panel: the facts people already see in search. Entity SEO specifies on-site identity. LLM entity work tests whether a model fused two firms. This page starts from a panel screenshot, not from assistant prose.
No. Google decides what to show. We can make official facts consistent, document mismatches, and point at sources that already exist. We will not sell a panel, a Wikipedia page, or a ranking date.
No. Digital PR owns coverage and editorial mentions as a program. This page uses existing corroboration and official profiles as evidence for graph facts. We will not run a newsroom from a Knowledge Panel ticket.
No. Many brands have no Wikipedia page and still have messy panel facts. We start with what Google already shows, your official site, and profiles you control. Wikidata is useful when a matching item already exists.
No. Consistent public facts can help AI search later. This work does not buy a place in Google AI Overviews (AIO), a generative-search mention, or an LLM visibility score.
Facts in the public box
Attach a Knowledge Panel screenshot, the legal name you use now, and the live domain. We will say if public-graph work fits, or whether Entity SEO, Digital PR, or an AI search audit should go first.