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 to Correct Facts Google Already Shows
Google already shows facts about some brands in a Knowledge Panel. Those facts can be wrong, old, or mixed with another company. We document what the panel shows. We match it to names and sources you will stand behind. We do not sell a panel. We do not invent a Wikipedia page. We do not treat LLM entity binding as this job.
- Capture
- Match
- Request
- Recapture
Position
The panel already speaks. We check if it is you.
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.
Named-thing identity on your site
Entity SEO writes the official name, identifiers, and Organization markup you will maintain. Use this page when the problem is the public panel or mixed graph facts. Use that page when the problem is what you publish about the thing.
Open Entity SEOMeaning on live documents
Semantic SEO covers related concepts on pages that already exist. A paragraph that treats two products as one noun is that job. A panel that mixes two companies is this job.
Open Semantic SEOEditorial coverage as a program
Digital PR owns pitches and mentions. We may use an existing article as corroboration. We will not run outreach from this page.
Open Digital PRA Maps listing
Google Business Profile owns NAP and the local listing. A Knowledge Panel can pull local facts. Fixing the listing is that program. Panel identity for a brand that is not a storefront stays here.
Open Google Business ProfileEntity 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.
When this fits
When the panel describes the wrong company
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.
Two companies share the box
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.
Social and registry links point at old profiles
The panel or related cards still use a dead LinkedIn, a sold domain, or a closed Wikipedia draft. We map profiles you control today.
You have no panel and someone promised you one
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
Capture, match, request, recapture
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.
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Capture
We capture what Google already shows: name, description, officers, products, social links. We capture what you will stand behind. Search intent on the About page has to use the same name. A slogan in ads is not a legal name.
Outcome A dated list of panel facts versus official facts, including blanks.
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Match
We list sources you control or can document: the official site, About, profiles, registries. Topical relevance is not a reason to add a fake directory. Keyword density on the About page is not a graph score.
Outcome A source list that can support the official name, with gaps named.
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Request
We match sources to the live panel or to the absence of a panel. Semantic keywords belong in the About copy only when they are still the same organization. We write what can be requested or corrected, and what cannot.
Outcome A request note: what to ask, what to leave, what not to invent.
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Recapture
We set a simple watch: panel screenshot, official name, and a date to recapture. Entity optimization here is keeping public names aligned. LLM visibility measurement stays on LLM SEO.
Outcome A recapture date, not a ranking report.
Deliverables
What brand and legal can keep after we leave
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.
Fact gap list
What the panel shows versus what you will stand behind. Dated. Last year's screenshot is not this list.
Official name line
The name, legal entity, and aliases that are still the same company. A campaign slogan is named if it collides.
Source list
Profiles and pages you control that already state those facts. Missing sources are gaps, not a directory shopping list.
Request note
What can be requested through Google's surfaces, what must change on your site first, and what we will not attempt.
Recapture date
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
What a schema plugin cannot fix
Stale names get a written owner
Brand and legal agree the line. The About page can stop arguing with the panel.
Collisions are listed, not ignored
A similarly named company is documented. Titles that target the homonym are named as a risk.
Dead profiles stop being treated as proof
The source list uses what you control now. Old social URLs are retired on purpose.
The recapture has a date
Someone recaptures the panel. Nobody pretends a plugin update bought a box.
Methodology
Who can change the official name on the site
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.
- Knowledge Graph lead SEOConsultants.ai writes the fact gap list, the source list, and the request note. We do not become your PR agency because the panel was wrong.
- Legal or brand owner Confirms the official name and aliases. A locked name with no owner is a finding.
- Whoever edits the official site Can change About copy and organization markup after the identity spec, which still lives on Entity SEO when the site is the object.
- Whoever owns official profiles Can update LinkedIn, YouTube, or registry pages you already control. They are not asked to build fake profiles.
- Leadership Accepts that a panel is not for sale. An unread gap list is not a failure of this page. A purchased box would be.
First working session
Start with the panel screenshot, or the absence of one
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. If models invent a CEO, that is an AI search audit.
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
A Knowledge Panel is not an AI Overview
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. If official pages already tell the truth and models still invent officers or products, that is an AI search audit. A program across search UIs is AI SEO.
The official page has to state the name
AI search needs a page it can fetch. A brand deck that never published does not help. We do not sell Overview presence.
Public names should match the thing you are
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.
Measuring model answers is another URL
LLM visibility needs a sentence a model can quote, then measurement on LLM SEO. A panel screenshot can show a stale fact. It does not sample answers.
Schema
Markup supports facts. It does not buy a panel.
Organization JSON-LD helps a machine read a name the page already states. This work can flag a mismatch with the panel. It is not a schema campaign as the whole job. Identity markup depth stays on Entity SEO.
The name in markup must match the About page
If schema says one legal name and the H1 says another, extractors guess. We name the mismatch. We do not add five aliases as stuffing.
sameAs only for profiles you will keep
Dead social URLs in markup train the wrong graph. We list which links may stay. Fake directories do not go in the array.
Extra types do not force a box
Markup will not force generative search to cite you, and it will not force a Knowledge Panel. Eligibility is not a purchased mention.
Who we work with
The person who can confirm the legal name
Someone has to sign the official name. We work with that person. We do not replace them with a second brand retainer.
Legal or brand owner
Confirms the name, aliases, and which former brands are retired. Holds the line when marketing wants a slogan in the panel.
Whoever edits official pages
Can update About copy after the gap list. They print the name. They do not need to become Wikidata editors.
Whoever already runs PR or social
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.
Questions
Frequently asked questions
What public box does this page work?
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.
Can you guarantee a Knowledge Panel?
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.
Is this the same as Digital PR?
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.
Do we need Wikipedia or Wikidata to start?
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. We will not invent a biography to force a node.
Will fixing panel facts get us into AI Overviews?
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. If the site already tells the truth and models still invent a CEO, that measurement sits on an AI search audit and on LLM SEO.
Facts in the public box
Does the Knowledge Panel still list a founder who left?
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.
- Panel screenshot dated
- Official name you will stand behind
- Sources you already control
- No purchased panel
Capture, match, request, recapture. Not an LLM entity test.