Entity SEO for Local Businesses: Teaching Google and AI Exactly Who You Are

What Is Entity SEO for a Local Business?

It is the work of making your business easy for search engines and AI to identify as one distinct entity, with accurate facts attached to it.

An entity is a distinct, identifiable thing, such as a business, a person or a place, that search engines and AI tools recognize and store facts about. Google introduced its Knowledge Graph in 2012 to understand "things, not strings," meaning real-world entities and their relationships, instead of only matching words on pages. It launched with over 500 million objects and 3.5 billion facts, and by 2020 Google said it had amassed over 500 billion facts about five billion entities, including people, places, businesses and organizations.

For a local business, being a well-understood entity means Google can connect your name to your address, phone, categories, services, website, reviews, owner, social profiles and mentions across the web, and treat them as facts about one business. When that connection is weak, you may be confused with a similarly named business, your profile may show wrong details, AI tools may describe you inaccurately or leave you out, and your reviews and links may not all count toward the same identity.

Entity SEO versus keyword SEO

Keyword SEO asks, "Which words should this page rank for?" Entity SEO asks, "Does Google know exactly who this business is, what it does, where and how trustworthy it is?" They work together. Keywords help pages match searches; a clear entity helps Google and AI tools trust and connect everything about the business. The term "local entity SEO" sounds technical, but most of the work is careful, consistent business information.

Why Does Entity SEO Matter More Now?

Because AI tools and Google's newer features answer questions about businesses directly, using whatever facts they can confidently connect to you.

AI answers draw heavily on sources tied to your identity. BrightLocal's 2026 study of 200,085 local searches across ChatGPT, AI Mode and AI Overviews found Google Business Profile was the single largest cited source at 28.63% of citations, and business websites made up 93% of cited domains. A Yext analysis of 6.8 million AI citations found 86% came from brand-owned or brand-managed sources such as websites, listings and reviews.

When those sources disagree, AI tools get your details wrong. SOCi's 2026 Local Visibility Index found business information was only about 68% accurate on ChatGPT and Perplexity, versus 100% on Gemini, which SOCi ties to Gemini's grounding in Google Maps data. And Google's newer features rely on a clear entity too: BrightLocal reported that Google's Gemini-powered Ask Maps, launched in March 2026, answers user questions using Business Profile information, reviews and business websites.

Brand mentions also appear to matter for AI visibility. An Ahrefs correlation study of 75,000 brands found branded web mentions correlated with AI Overview brand visibility at 0.664, compared with 0.218 for the number of backlinks. That is a correlation, not proof, but it points to the value of being clearly and frequently identified across the web.

How Does Google Understand a Local Business as an Entity?

By connecting consistent facts from many sources, starting with your Google Business Profile and website.

Google does not publish exactly how it builds entity records, but its documentation and products show the main inputs:

• Your Google Business Profile: name, address or service area, phone, categories, hours, services, photos and reviews, verified by you.
• Your website: the business name, contact details, services, locations, people and structured data.
• Listings and directories: Apple Business, Bing Places, Yelp, Facebook, the BBB and industry directories.
• Mentions and links: articles, local news, associations, partners and reviews that refer to your business.
• Knowledge sources: Google says knowledge panels are generated automatically from sources across the web, including licensed data partners, and update as that information changes, according to its knowledge panel help.

When these sources agree, Google can be confident. When they conflict, such as different names, old phone numbers or two addresses, Google has to choose, and it may choose wrong or treat the records as separate businesses.

Knowledge panels versus Business Profiles

For most local businesses, the box with hours, reviews and directions comes from the Google Business Profile, not a separate knowledge panel. Google's knowledge panel help says businesses serving customers at a location or within a service area should use a Business Profile, and that not every knowledge panel is claimable. For a local business, the Business Profile is your primary entity record on Google.

How AI tools assemble a picture of your business

AI assistants that browse the web, such as ChatGPT search, Perplexity, Copilot and Google's AI features, generally answer local questions by retrieving pages and profiles and then summarizing them. That means the answer can only be as accurate as the sources it finds. When the website, the Google profile and the top directories agree, the summary tends to be correct. When they disagree, the tool has to pick one, and it may pick the outdated one. Research from Yext found that most AI citations for local and brand queries came from sources the brand manages, such as its website and listings, which is exactly why entity work focuses on cleaning up what you control first.

Step 1: Define Your Business Facts Once

Write down the official version of every key fact, then use it everywhere without variation.

Before touching any listing, create a single reference document with your official:

• Business name, exactly as it appears on signage and legal documents, without added keywords.
• Address in a consistent format, or your service area if you hide your address.
• Main phone number, a local number you will keep long term.
• Website URL, in one form, such as https://www.example.com.
• Hours, including how you will handle holidays.
• Primary category and main services.
• Short description of what you do and who you serve.
• Founding year, owner and key people, if you will reference them.
• Official social and profile URLs.
• Logo and brand colors, so images are consistent.

Every listing, page and profile should copy from this document. Small variations, such as "St." versus "Street" or a missing suite number, are usually tolerated, but different names, old phone numbers and conflicting addresses are not.

Step 2: Anchor Your Entity in the Google Business Profile

The verified Business Profile is your most important entity record for local search, so make it complete and accurate.

• Verify it and keep ownership in your own business account. Google says adding or claiming a Business Profile is free, and once verified, customers can find it on Search and Maps.
• Use your real name. Google's guidelines forbid adding service or location words, and violations can lead to suspension.
• Choose the most specific primary category and relevant secondary categories. Experts in Whitespark's 2026 survey ranked the primary category as the top map pack factor.
• Complete services, hours, attributes and the description.
• Link to your website, ideally the homepage or the matching location page.
• Add real photos of your location, team, logo and work.
• Keep one profile per location. Duplicates split reviews and confuse your identity; remove or merge them.
• Watch for suggested edits that could change your facts. Owners have four days to accept or reject them before Google may publish them.

Step 3: Make Your Website the Clearest Statement of Who You Are

Your website should state your business facts plainly, consistently and in a way both people and machines can read.

• Name, address or service area, phone and hours on every page, usually in the footer, matching the profile exactly.
• An about page that describes the business, its history, its owner and team, its licenses and certifications and where it operates.
• A page for each service, so your entity is connected to each thing you do. Whitespark's experts ranked a dedicated page for each service as the top local organic factor.
• A page for each real location, if you have more than one, with that location's details.
• A contact page with all contact methods and a map.
• People pages for owners, practitioners or key staff where relevant, especially for medical, legal and financial businesses.
• Links to your official profiles: Google, Yelp, Facebook, LinkedIn, industry directories.

Step 4: Use Structured Data to State Your Facts in Google's Language

Structured data labels your key facts so search engines can read them reliably and connect them to your other profiles.

Structured data uses the Schema.org vocabulary, launched in 2011 by Google, Microsoft, Yahoo and Yandex. Google's structured data documentation says it supports JSON-LD, Microdata and RDFa, and recommends JSON-LD as the easiest to implement and maintain.

LocalBusiness markup

• Use the most specific type available, such as Plumber, Dentist, Attorney, HVACBusiness or Electrician, under LocalBusiness.
• Google's LocalBusiness documentation requires name and address and recommends telephone, url, geo coordinates, opening hours and price range. It advises using the most specific subtype and marking up each location separately.
• Keep every value identical to what is visible on the page and on your Business Profile.

sameAs: connecting your profiles

Schema.org's sameAs property gives the URL of a reference page that unambiguously indicates an item's identity. Google's Organization markup documentation says this markup helps Google disambiguate an organization from others, and that sameAs can list pages about the organization on other sites, such as social or review profiles. List only official profiles that show the same name, address and phone: your Google Business Profile or Maps URL, Yelp, Facebook, LinkedIn, Instagram, BBB and key industry directories.

Other useful markup

• Organization markup for the parent brand, with logo and contact details.
• Service markup on service pages, describing each service and who provides it.
• Person markup for owners or practitioners on their bio pages, where relevant.
• BreadcrumbList to show site structure; Google still supports breadcrumb structured data on desktop.

What structured data will not do

• It is not required for AI features. Google's AI features guide says no special schema is needed to appear in AI Overviews or AI Mode, and that any structured data used must match the visible text on the page.
• It is not a magic AI citation boost. An Ahrefs study reported in May 2026 of 1,885 pages that added schema found no major uplift in AI citations on any platform. Microsoft Bing's Fabrice Canel has said schema helps Microsoft's LLMs understand content, which is a reason to use it accurately, not a guarantee of placement.
• It does not guarantee rich results. Google has removed several rich result types; FAQ rich results stopped appearing for all sites as of May 7, 2026, and HowTo rich results were removed in 2023.
• Self-serving review stars will not show. Since 2019, Google has not shown review stars for LocalBusiness and Organization types when the business controls the reviews, including reviews embedded through a widget.

Use structured data to state your facts clearly and consistently. Its value is accuracy and disambiguation, not shortcuts. Our guide to schema markup AI actually reads goes deeper.

Step 5: Make Every Listing Agree

Consistent listings across the web are some of the strongest confirmation that your entity is real and accurate.

Whitespark's 2026 survey found that three of the top five factors for AI search visibility were citation factors, and BrightLocal's AI citation studies show Google Business Profile, Yelp, Facebook, the BBB and industry directories among the sources AI tools cite most. Claim and align:

• Apple Business, which replaced Business Connect on April 14, 2026.
• Bing Places for Business, which can import a verified Google profile.
• Yelp, Facebook and the BBB.
• Industry directories such as Healthgrades, Avvo, Angi or Houzz.
• Local chambers and associations.
• Data aggregators and map apps your industry relies on.

Search for your business name, old names, old phone numbers and old addresses to find every listing, then correct or remove outdated ones. Close duplicates so your identity is not split.

Step 6: Earn Third-Party Mentions That Confirm Who You Are

What others say about you, consistently and credibly, is what turns a self-described business into a recognized entity.

• Local news coverage of your business, your expertise or your community involvement.
• Industry publications and associations that list or feature you.
• Manufacturer and partner listings that name you as an authorized dealer or partner.
• "Best of" lists from reputable local publications; Whitespark's experts rated presence on expert-curated best-of lists the top AI visibility factor.
• Reviews on Google and other platforms that mention your business name, services and location naturally.
• Events and sponsorships that produce mentions on community sites.
• Podcasts, interviews and guest articles where you are named as an expert.

Make sure every mention uses your official name, and when possible, links to your website.

What about Wikipedia and Wikidata?

Wikipedia is influential, with Profound finding it made up 7.8% of ChatGPT citations, but most local businesses do not qualify for an article. Wikipedia's notability guideline for companies says attention solely from local media does not indicate notability and that at least one regional, statewide, national or international source is necessary. Do not create or pay for an article about your own business; it is likely to be deleted and breaks Wikipedia's conflict-of-interest rules. Focus instead on the profiles, listings and mentions that local businesses can legitimately earn.

Step 7: Connect Your People to Your Business

For many local businesses, the owner or practitioners are part of the entity customers search for.

• Bio pages for owners, doctors, attorneys, advisors or lead technicians, with credentials, experience and photos.
• Consistent names and titles across your website, LinkedIn and directory profiles.
• Person markup on bio pages linking to the business with worksFor or similar properties, and sameAs links to the person's official profiles.
• Verifiable credentials: license numbers, board certifications and professional directory links customers and search engines can check.
• Practitioner profiles on Google where Google's rules allow, kept consistent with the practice profile.

Clear connections between people and the business help customers trust you and help AI tools describe your expertise accurately.

Step 8: Publish Content That Proves Your Expertise and Location

Content connects your entity to the topics, services and places you want to be known for.

• Service pages with specific details: what you do, how, where and at what price range.
• Local content: neighborhoods you serve, local rules, local conditions and real projects in named areas.
• Answers to common questions, with the direct answer at the top. A study of 18,012 ChatGPT citations found cited text averaged 20.6% proper nouns such as names, places and brands, which is exactly the kind of specific, entity-rich detail that makes content citable.
• Consistent naming: refer to your business, services and areas the same way across pages.
• Freshness: an Ahrefs study found AI assistants cited content 25.7% fresher on average than organic search results, so keep important pages current.

How Do Reviews Fit Into Entity SEO?

Reviews are one of the richest descriptions of your business that someone other than you writes, so they shape how Google and AI tools understand what you do and where.

When customers describe the job you did, the neighborhood they live in and the problem you solved, they add independent evidence about your services and service area. AI tools that summarize local businesses often draw on review content to describe strengths, such as fast response, clean work or fair pricing. That makes reviews part of your entity, not just your reputation.

• Keep reviews on one profile. Duplicate Google listings split reviews between two entities. Merging or removing duplicates puts all the evidence in one place.
• Ask consistently, not selectively. Google's policies prohibit selectively soliciting only positive reviews and offering incentives. A steady routine of asking every customer produces a natural, credible record.
• Do not script the wording. Asking customers to include specific keywords makes reviews look manufactured. A simple prompt to mention what you did for them is enough.
• Respond with accurate facts. Replies are another place your business speaks for itself. Use your correct name, and when a reviewer mentions an outdated detail, such as an old phone number, correct it politely.
• Do not neglect other platforms. Yelp, the BBB, Facebook and industry sites carry reviews that AI tools may also read. Keep those profiles claimed and their details matched to your facts document.
• Mark up only reviews you collect. If your website displays testimonials with structured data, they should be reviews collected on your site, not copied ratings from Google or Yelp.

How Do You Check Whether Google and AI Understand Your Business?

Search for yourself the way customers and AI tools would, and look for consistency and accuracy.

1. Search your business name. Does your Business Profile appear with the correct details, photos and reviews? Are there duplicates or similarly named businesses mixed in?
2. Search your name plus city and your name plus service. Do your website and profiles appear consistently?
3. Check Google Maps for duplicate or outdated listings.
4. Ask AI tools such as ChatGPT, Gemini, Perplexity and Google AI Mode, "What is [business name] in [city]?", "What services does [business name] offer?" and "Who owns [business name]?" Note anything wrong or missing.
5. Test your structured data with Google's Rich Results Test and a schema validator to confirm it parses without errors.
6. Audit listings for name, address, phone, website and hours consistency.
7. Track over time. Repeat the checks monthly. Because AI answers vary between runs, ask each question several times and note patterns rather than single answers.

When an AI tool gets something wrong, fix the source rather than the answer: correct the listing, update the website, add the missing fact to the profile or earn a mention that states it accurately.

What Entity Problems Do Local Businesses Commonly Have?

• Name variations: "Smith Plumbing," "Smith Plumbing LLC" and "Smith's Plumbing & Drain" used in different places.
• Old phone numbers or addresses still live on directories after a move or rebrand.
• Duplicate Google profiles splitting reviews.
• Call tracking numbers used on listings, creating many different phone numbers for one business.
• A website that hides contact details or shows different hours from the profile.
• No about page or people information.
• Structured data that conflicts with visible details, or that copies a Google rating as if collected on the site.
• Confusion with a similarly named business in another city or industry.
• Keyword-stuffed business names on some listings and not others.
• Abandoned social profiles with old information.

How Should Multi-Location Businesses Handle Entity SEO?

Treat the brand as one organization and each location as its own local entity, clearly connected.

• Organization markup for the brand, with the main logo and sameAs links to brand-level profiles.
• LocalBusiness markup on each location page, with that location's address, phone and hours, linked to the parent organization.
• One verified Business Profile per real location, each linking to its own location page.
• Consistent naming across locations, following Google's rules on business names.
• Separate local listings for each location on Yelp, Apple and other platforms.
• Location-specific content and reviews, so each location's entity is supported by its own evidence.

What About Rebrands, Moves and Mergers?

These are the moments when entities break most often, so manage them deliberately.

• Rebrand: update the name on the Google profile, website, structured data and every listing in a short window; keep the old name mentioned on the about page ("formerly known as") so customers and search engines connect the two.
• Move: edit the address on the existing profile rather than creating a new one, so reviews and history stay with the business; plan for re-verification and update every listing.
• Merger or acquisition: decide which brand survives, redirect websites page by page, merge or close duplicate profiles and update listings.
• New phone system: keep the main number if possible; if it must change, update everywhere at once.

Our guide to switching websites without losing rankings covers moves and domain changes in detail.

What Does Entity SEO Look Like in Practice? A Worked Example

Here is how the steps above play out for a typical service business with a messy online footprint. The business and details are hypothetical, but the problems are the ones we see most often.

Imagine a roofing company called Ridgeline Roofing that has operated for twelve years in one metro area. Over that time it has changed phone systems once, moved its shop across town, and briefly marketed itself as "Ridgeline Roofing & Gutters" before dropping the gutter work. The owner, a licensed contractor, is well known in the trade but appears nowhere on the website.

What the audit finds

• The Google Business Profile shows the current address and phone number, but the primary category is "Contractor" rather than "Roofing contractor."
• Yelp, the BBB and two industry directories still show the old shop address. One directory still uses the "& Gutters" name.
• A second, unverified Google listing at the old address has 14 reviews that never moved to the main profile.
• The website footer lists the old phone number, the contact page lists the new one, and there is no about page.
• The site has no structured data at all.
• When asked "What does Ridgeline Roofing do?", one AI tool describes it as a gutter installation company, and another lists the old address.

What gets fixed, in what order

1. Facts document. The owner confirms the legal name, the public name ("Ridgeline Roofing"), the current address, the main phone number, hours, services, service area, license number, founding year and the owner's name and credentials.
2. Google profile. The primary category changes to roofing contractor, services are listed to match the website, and the duplicate listing at the old address is reported as moved so Google can merge or remove it.
3. Website. The footer, contact page and every page template are updated to the current phone and address. A new about page tells the company story, names the owner, shows the license and explains that the company once offered gutter work but now focuses on roofing.
4. Structured data. RoofingContractor markup goes on the home and contact pages with the exact name, address, phone, hours and service area, plus sameAs links to the verified Google profile, Yelp, Facebook, BBB and LinkedIn pages. The owner gets Person markup on the about page.
5. Listings. Every directory with the old address or old name is corrected or, where the account cannot be recovered, reported to the platform.
6. Mentions. The company sponsors a local youth league and gets listed on the sponsor page, joins the regional builders association and is quoted in a local news story about storm preparation.

What changes afterward

Within a few weeks, the corrected listings and website are recrawled. Over the following months, as sources agree with each other, AI answers become more consistent: the business is described as a roofing contractor at the right address, and the owner's name starts appearing in answers about who runs the company. Nothing about this is a trick. The business simply stopped sending mixed signals, so the systems summarizing it had less to reconcile. Results vary by market and competition, and no one can guarantee how a given AI tool will answer, but removing contradictions is the precondition for everything else working.

How Does Entity SEO Differ by Industry?

The principles are the same everywhere, but the facts that matter most, and the sources that confirm them, depend on what you do.

• Home services (plumbing, HVAC, electrical, roofing, garage doors). Licenses, service areas and emergency hours are core facts. Many of these businesses are service-area businesses that hide their address on Google, so the service area, phone number and website have to carry more of the identity. State license lookups and manufacturer dealer locators are strong confirming sources.
• Moving companies. Federal and state registration numbers are part of the identity, and customers check them. Showing the same registration details on the website, profile and listings helps both trust and consistency.
• Security system installers. State licensing and alarm industry certifications matter, and brand dealer relationships often appear on manufacturer sites. Those dealer pages are third-party confirmations worth keeping accurate.
• Cleaning, landscaping and tree service. These are crowded categories with many similar names, so disambiguation is the main job: a distinctive public name, clear service area and consistent phone number keep you from being confused with a competitor.
• Professional and health services. The people are often the entity customers search for. Practitioner profiles, credentials and professional directory listings deserve as much attention as the business listing.
• Multi-trade companies. A business offering several unrelated services needs a clear primary identity. Choose the primary category that matches most of your revenue, then support secondary services with their own pages rather than a name that tries to describe everything.

Whatever the industry, ask one question: if a stranger compared your Google profile, website and top five listings side by side, would they be certain it is the same business? If the answer is anything but yes, that is where to start.

A 90-Day Entity SEO Plan for Local Businesses

Days 1 to 30: define and anchor

• Write the official business facts document.
• Verify and complete the Google Business Profile; remove duplicates.
• Make the website's footer, contact page and about page match the facts exactly.
• Add LocalBusiness or the most specific subtype markup with sameAs links to official profiles.

Days 31 to 60: align

• Claim and correct Apple Business, Bing Places, Yelp, Facebook, the BBB and industry directories.
• Search for old names, numbers and addresses and fix or remove outdated listings.
• Add people pages and Person markup where relevant.
• Build or improve a page for each service and location.

Days 61 to 90: confirm

• Pursue third-party mentions: local news, associations, partners and best-of lists.
• Build a steady review routine.
• Run AI and Google checks and fix remaining errors at their source.
• Set a quarterly review of facts, listings and structured data.

How DM. Digital Helps Local Businesses Build a Clear Entity

DM. Digital runs SEO and AI visibility as one monthly program, with consistent business facts across the profile, website, listings and mentions at its core.

DM. Digital is an SEO and AI visibility agency that helps local businesses anywhere in the United States get found and get leads on Google Search, Google Maps and AI tools such as ChatGPT, Google AI Overviews and AI Mode, Gemini, Perplexity and Copilot.

• Google Business Profile management, including categories, services, photos and weekly posts.
• Website build and ongoing management on our own custom-code platform, with structured data that matches your profile and a page for every service.
• Citations on the directories and platforms that matter in your industry, with consistent details.
• Backlinks and press releases that earn third-party mentions.
• Monthly reports covering leads, traffic, domain rating, backlinks and AI mentions, plus a live lead dashboard.

You keep your domain, Google Business Profile and accounts, leads go to your own business email, there is no minimum commitment and either side can end the engagement with 30 days notice. Engagements start at a budget of $5,000 per month. We do not guarantee rankings, AI placement or lead numbers. You can see anonymized results on our case studies page.

Final Thoughts

Entity SEO is less about technical tricks and more about discipline: one set of business facts, used identically on your Google Business Profile, website, structured data and every listing, connected to your people, supported by content and confirmed by credible mentions from others. When Google and AI tools are confident about who you are, they can show, describe and recommend you accurately. If you want help building that clarity, contact DM. Digital and Dan will call you back.