Media Morpheus

Explainerby Media Morpheus Research

September 26, 2026

Does a Google Business Profile Affect Brand Search?

It is the one box on a brand-name search a company writes itself, and it is the layer almost no PR programme touches. It is also the layer most B2B companies are not eligible for — and the one where Google gives you eleven metrics, none of which can tell you whether a branded search ever saw it.

Business ProfileBrand SearchLocal SearchReviewsGoogle Policy

Key Findings

  • Eligibility is the first and largest filter, and it is written as one test with two limbs. Google requires “either a physical location that customers can visit, or travels to customers where they are”. Online-only businesses are not eligible. A distributed software company fails both limbs.
  • A Business Profile and a knowledge panel are different products from different systems. A panel appears for entities “that are in the Knowledge Graph” and is “automatically generated”; a profile is a claimable, free record Google invites you to “take control of”. Google publishes no documentation stating that one feeds the other.
  • The profile controls fields, not outcomes. Google names three local ranking factors — relevance, distance and prominence — says “more reviews and positive ratings can help your business’s local ranking”, and states that “there’s no way to request or pay for a better local ranking on Google”.
  • Keyword stuffing the business name is not a ranking risk but an asset risk. Names must reflect “your business’s real-world name, as used consistently on your storefront, website, stationery”, and Google “reserves the right to suspend access to Business Profiles” for violations.
  • Google permits asking for reviews and prohibits steering them. Merchants may “solicit or encourage the posting of content that does represent a genuine experience, without offering incentives to do so or attempting to influence the rating or the contents” — and may not pay for reviews, offer incentives for removal of a negative one, pressure customers on the premises, request specific content, or set staff review quotas.
  • One documented assistant pathway exists: Google’s Gemini API sells Grounding with Google Maps, which “connects the generative capabilities of Gemini with the rich, factual, and up-to-date data of Google Maps”, billed per search query and requiring Maps attribution. That is a developer product, not a published statement about the consumer assistant.
  • None of the eleven daily metrics Google documents for Business Profiles distinguishes a branded query from a discovery query. The literal question in this guide’s title cannot be answered with Google’s own measurement tooling, by anyone.
  • On the consumer side the only figures available are survey figures. BrightLocal’s February 2026 survey of 1,002 US adults put Google as the review platform of choice at 71%, down from 83% a year earlier, with 45% saying they use AI tools such as ChatGPT for local business recommendations. BrightLocal sells local SEO tools.

What the profile actually controls

Start with the division between fields and outcomes, because almost every disappointment in this area comes from confusing them.

Google describes the product in the second person: “Take control of how your free Business Profile appears on Google Search and Maps.” The fields an owner sets are the business name, the primary and additional categories, the address or the service area, opening hours, the phone number, the website link, photos, posts, messaging, and replies to reviews. Google’s own feature list also covers appointment booking, online orders, menus and inventory, and pricing — a reminder that the product was designed around retail and hospitality rather than around a company wanting to look credible on a branded search.

What the owner does not control: the star rating, the text of any review, the questions and answers strangers post, the photographs other people upload, and — the important one — whether the profile surfaces for any particular query. Google names three factors for local ranking and defines them in one line each. Relevance is “how well a Business Profile matches what someone is searching for”. Distance “refers to how far each business is from the customer who’s searching”. Prominence “means how well-known a business is”, and Google adds that “prominent places are more likely to show up in search results”.

Two of those three are outside a marketing department entirely. Distance is geometry. Prominence is the same accumulated public footprint that governs everything else in this field, which is why a local programme and an earned-coverage programme are not separable in practice — the point argued from the search side in whether coverage changes how customers search for a brand. And Google closes the door on the shortcut in a single sentence: “There’s no way to request or pay for a better local ranking on Google.”

On a brand-name search specifically, the honest statement of effect is narrow. If you are eligible and verified, the profile gives you a block of self-authored, structured information in the highest-value position on the page, alongside review stars you did not write. If you are not eligible, that block does not exist and the page is composed entirely of things other people published — which is the situation owning page one when someone Googles you is about.

Business Profile or knowledge panel?

These are routinely conflated, including by agencies selling work on them, and they are separate systems with separate rules.

A knowledge panel is an entity record. Google’s definition: knowledge panels “are information boxes that appear on Google when you search for entities (people, places, organizations, things) that are in the Knowledge Graph”. They are “automatically generated”, drawn from “various sources across the web”, and Google states that “our current policy doesn’t manually create or delete Knowledge Panels”. There is no application. What a verified representative can suggest, and what Google will refuse, is set out in our guide to the knowledge panel and, on the coverage question specifically, in whether a knowledge panel requires media coverage.

A Business Profile is a place record. It is claimable, verifiable, free, editable by the owner, and governed by a published guidelines document with a suspension clause. It has a category, a map pin, a Directions button and a review corpus.

The practical test, if you are looking at a box beside a brand name and do not know which one it is: a Directions button, review stars, opening hours and a category mean the local record. A subtitle under the name, a founding date, a list of social profiles and an encyclopedic description mean the entity record. A large company can have both, stacked or merged in appearance, which is exactly why the distinction matters when someone asks you to fix something.

Does the profile feed the panel? Here we have to stop rather than speculate. Google publishes no documentation stating that Business Profile fields are ingested into the Knowledge Graph, and no documentation denying it. What is observable is that Google maintains two separate public identifier namespaces for the two records, and that the open graph carries them at wildly different rates.

Google’s two identifier namespaces in the open graph

% of the 266,260 Wikidata items typed as a business carrying each identifier, 26 September 2026

Google Knowledge Graph ID (P2671) — the entity record
23.9%
Google Maps Customer ID (P3749) — the place record
0.3%

Source: Media Morpheus reads of the Wikidata Query Service, 26 September 2026. Denominator is items with P31 (instance of) equal to Q4830453 (business): 266,260 items. Counts: 63,699 and 765. Site-wide the two properties carry 8,178,748 and 66,807 statements respectively.

Bars are linear against the 23.9% maximum. This measures the open substrate, not Google. Wikidata’s P2671 is defined as an “identifier for Google Knowledge Graph API, starting with ‘/g/’”; P3749 as, “in Google Maps, Customer identifier for a place”. That editors record the entity identifier roughly eighty times more often than the place identifier tells you which one the wider data ecosystem treats as the company’s identity — it does not tell you how Google joins the two internally, which Google does not document. The wider question of which identifiers disambiguate a company is treated in our entity confusion guide.

Which companies are eligible at all

This is where most B2B programmes should stop, and where the guidance sold to them usually does not.

Google’s guidelines for representing a business set the test in one clause: a business must have “either a physical location that customers can visit, or travels to customers where they are”. Online-only businesses are not eligible. There is no third limb for a company that is real, employs people, has revenue, and simply does not meet customers in physical space.

The supporting definitions matter because they are narrower than people assume. A service-area business is “a business that visits or delivers to customers directly but doesn’t serve customers at their business address”; a hybrid business “serves customers at its business address but also directly visits or delivers to them”. Google requires “one profile for the central office or location with a designated service area”, and says a service area “shouldn’t extend farther than about 2 hours of driving time” from the base location. Delivery-only virtual food brands are told to hide their address to avoid confusing customers. And businesses selling age-restricted products — Google names alcohol, cannabis and weapons — “need to have a storefront”.

Read against real company types, the split is clean:

Eligible, and usually under-used

A firm with offices clients visit: a law firm, an accountancy, an agency with a studio, a clinic, a bank branch, a manufacturer with a trade counter. Each staffed location is a profile, each carries its own review corpus, and each can be verified. Multi-office professional-services firms are the most common case of a company that is fully eligible, has profiles created automatically or by a former employee, and has never claimed them.

Eligible on the second limb

A consultancy whose people travel to client sites, an installer, a field-service or managed-service provider. One profile at the central office with a designated service area, inside the two-hour rule.

Not eligible

A distributed software company with no office a customer could visit and nobody travelling to customers. A remote-first agency. A holding company. A SaaS business whose entire relationship is conducted over the internet. Google’s exclusion of online-only businesses is not a technicality to be argued around with a coworking address; a profile created against an address customers cannot visit is a guidelines violation waiting to be reported by a competitor. For these companies the local layer is simply not available, and the effort belongs on the entity layer instead — the subject of how an entity gets into the knowledge graph.

The name rules, and why stuffing them is expensive

The oldest local-search growth hack is putting keywords in the business name. Google’s guidelines address it directly and the sanction is worth understanding precisely, because it is not the sanction people expect.

The rule: “Your name should reflect your business’s real-world name, as used consistently on your storefront, website, stationery.” Excluded by name in Google’s own list are marketing taglines — its example is “America’s Most Convenient Bank” — store codes such as “Store #2872”, phone numbers, URLs, opening hours, fully capitalised words outside standard usage (Google gives KFC and IHOP as acceptable), and special characters not evidenced on real-world signage.

The consequence is not a demotion. It is removal: Google “reserves the right to suspend access to Business Profiles on Google or other Google Services to individuals or businesses that violate these guidelines, and may work with law enforcement in the event that the violation is unlawful”. Note the scope of that sentence — access to Business Profiles or other Google Services.

So the trade is: a possible relevance gain on generic category queries, against the risk of losing the only self-authored block on your own brand-name search. For a company whose priority is what appears when someone types its actual name, that is a bad trade at any odds. It is also a trade a competitor can trigger against you, since profile edits can be suggested by the public.

Reviews: what Google permits you to ask for

Reviews are the part of the profile a company does not write and cannot remove, and they are also where the rules are most specific. Google’s contribution policies draw the line between asking and steering.

Permitted. Merchants may “solicit or encourage the posting of content that does represent a genuine experience, without offering incentives to do so or attempting to influence the rating or the contents”. Asking, in plain terms, is allowed.

Prohibited. Fake engagement, defined as “content that is not based on a real experience or does not accurately represent the location or product in question”. “Reviews or ratings that have been paid for, directly or in kind.” Offering incentives — Google lists payment, discounts, free goods or services — “in exchange for posting any review or revision or removal of a negative review”. Pressure at the point of sale: “when soliciting reviews, merchants should not require or pressure users to leave ratings or write reviews while on the premises, nor should they request that specific content be included”. Internal quotas: Google specifically names “merchants requesting that staff solicit a certain number of reviews” and requests that staff solicit “reviews that include specific content”. And conflicts of interest, which Google defines broadly enough to catch most enthusiastic marketing: “current or former employment, a contractual or consultory relationship, or other professional or personal affiliations”.

Three practices common in the market fail those rules outright: paying for reviews, offering a discount for one, and asking staff to hit a weekly review count. A fourth — review gating, where a satisfaction survey routes happy customers to Google and unhappy ones to a private inbox — is a case where Google’s published wording prohibits attempting to influence the rating, and where we could not read the relevant United States rule text at first hand: the Federal Trade Commission’s Rule on the Use of Consumer Reviews and Testimonials sits at 16 CFR Part 465, and the eCFR redirected our automated request to an access-control page rather than serving the section text. Rather than quote a regulation second-hand, we confine ourselves to Google’s own policy and note that a US company should read Part 465 directly before designing any review-request flow.

What reviews do to a brand-name search is partly a separate question about trust rather than ranking, covered in review and reputation signals. Google’s own statement on the ranking half is one sentence: “More reviews and positive ratings can help your business’s local ranking.” That is the whole of the published evidence from the platform. Everything more specific than that sentence comes from someone selling something.

The consumer-side evidence is survey evidence, and worth reading with its provenance attached.

What US consumers say about local reviews

% of 1,002 US adults, surveyed for the Local Consumer Review Survey 2026

Read online reviews when choosing a local business
97%
Expect business owners to respond to reviews
89%
Name Google as their review platform of choice
71%
Trust reviews as much as a personal recommendation
49%
Use AI tools such as ChatGPT for local recommendations
45%
Will only use businesses rated 4.5 stars or better
31%

Source: BrightLocal, Local Consumer Review Survey 2026, published 11 February 2026. Representative panel survey of 1,002 US adult consumers conducted via SurveyMonkey. BrightLocal sells local SEO software and citation-building services, and has a commercial interest in local reviews being seen to matter.

Self-reported attitudes from a single-country consumer panel, not observed behaviour, and not specific to brand-name searches — the survey asks about choosing a local business, which is a discovery question. Percentages are as published; this is not a measurement of what a Business Profile does to any search result.

One movement inside the same report is more interesting than any single level, and it cuts against the assumption that Google’s grip on the review layer is fixed.

Two measures that moved in a year

% of US adults, 2025 and 2026 waves of the same survey

Google as review platform of choice — 2025
83%
Google as review platform of choice — 2026
71%
Only use businesses rated 4.5+ — 2025
17%
Only use businesses rated 4.5+ — 2026
31%

Source: BrightLocal, Local Consumer Review Survey 2026, 11 February 2026, which reports both waves. BrightLocal sells local SEO software and services.

Bars are linear against the 83% maximum. Survey waves are not strictly comparable instruments: question wording, panel composition and answer options can change between years, and BrightLocal does not publish a margin of error for the comparison. A twelve-point fall in Google as the platform of choice, alongside 45% reporting use of AI tools for local recommendations, is consistent with attention moving off the profile and into assistants — but it is one vendor survey, and consistency is not evidence of cause.

Does an assistant use any of it?

There is exactly one well-documented pathway, and it is a developer product rather than a consumer statement.

Google’s Gemini API documents a tool called Grounding with Google Maps, on a page last updated 23 September 2026. Its own description: it “connects the generative capabilities of Gemini with the rich, factual, and up-to-date data of Google Maps”, retrieving Maps information when a query carries geographic context. Billing is per search query the model chooses to run on current models. And the obligation on the developer is explicit: Maps sources must be displayed with links, each source attributed to Google Maps under Google’s text attribution guidelines, and the sources “must immediately follow the generated content”.

That is a real answer to the question, with real limits. It establishes that Google sells access to Maps place data as a grounding source for a model, which means the information in a Business Profile can end up inside a generated answer with a link back. It does not establish that the consumer Gemini app, AI Mode in Search, or any AI Overview reads Business Profile fields; Google publishes no such statement that we could find, and we are not going to infer one from a developer API.

For the other assistants the honest answer is that we cannot say. OpenAI’s help centre article on ChatGPT search returned HTTP 403 to an automated request on 26 September 2026, so this guide quotes nothing about it rather than repeating a second-hand summary. No published study we could find measures how often an assistant’s answer about a named company draws on that company’s Business Profile, or whether editing a profile changes an assistant’s answer. The nearest adjacent evidence is about third-party review corpora generally, which we treated in do review sites affect what AI recommends.

What Google lets you measure, and what it does not

The last section is the one that decides whether this work can be reported on, and it contains the finding that ought to end most arguments about it.

Google’s Business Profile Performance API documents a fixed list of daily metrics, last updated 23 September 2026. Four are impressions, split by surface and device: BUSINESS_IMPRESSIONS_DESKTOP_MAPS, BUSINESS_IMPRESSIONS_DESKTOP_SEARCH, BUSINESS_IMPRESSIONS_MOBILE_MAPS and BUSINESS_IMPRESSIONS_MOBILE_SEARCH, each carrying the same definitional note: “multiple impressions by a unique user within a single day are counted as a single impression”. Then six actions: BUSINESS_CONVERSATIONS, BUSINESS_DIRECTION_REQUESTS, CALL_CLICKS, WEBSITE_CLICKS, BUSINESS_BOOKINGS (“the number of bookings made from the business profile via Reserve with Google”) and BUSINESS_FOOD_MENU_CLICKS, with BUSINESS_FOOD_ORDERS marked deprecated.

Now read that list against the title of this guide. There is no metric for branded impressions. There is no metric for query type, query text, or whether the person already knew your name. The Search-versus-Maps split is the closest proxy available, and it is a proxy for surface, not for intent: somebody searching your company name on a phone and somebody searching “plumber near me” on a phone both land in BUSINESS_IMPRESSIONS_MOBILE_SEARCH. Deduplication to one impression per unique user per day removes any possibility of reconstructing sessions.

So the truthful answer to whether a Business Profile affects brand search is: mechanically yes, where you are eligible, because it inserts a block you wrote into the result for your own name — and unmeasurably, because neither Google nor any published study separates branded from unbranded demand on that surface. The one practitioner attempt at weighting is a survey rather than a measurement: Whitespark’s 2026 Local Search Ranking Factors report, published 6 November 2025, asked 47 local search professionals to score 187 factors and placed Business Profile signals at the top of the group ranking for the local pack, ahead of review signals, with link and on-page signals leading for local organic results. That is the considered opinion of 47 people who sell local SEO, and Whitespark sells local SEO tools and services. It is useful as a sense of where practitioners think the weight sits. It is not evidence, and the report’s own group weights are presented as relative scores rather than measured coefficients.

What a company can actually do, in order of defensibility: claim and verify every profile it is genuinely eligible for, including the ones a former employee created; make the name match the signage exactly; fill every field and keep the hours true; answer reviews without soliciting specific content; and record the Search-versus-Maps impression split monthly so that changes are at least visible. What a company should not buy is a promise about ranking, which Google says cannot be bought, or a report claiming to isolate branded impressions, which Google does not expose.

Methodology and limitations

All Google policy and product statements in this guide were read from Google’s own documentation on 26 September 2026: the Business Profile help centre guidelines for representing your business (article 3038177), the service-area and hybrid business definitions (article 9157481), the local ranking help page (article 7091), the Maps user contributed content policies (contributionpolicy article 7400114), the knowledge panel articles 9163198 and 7534842, the Business Profile product page at business.google.com, the Business Profile Performance API DailyMetric reference (last updated 23 September 2026), and the Gemini API Grounding with Google Maps page (last updated 23 September 2026). None of those help centre pages displays a last-updated date, so policy wording is quoted as read on the date above and may change without notice. Identifier counts are our own reads of the Wikidata Query Service on 26 September 2026, using the business class Q4830453 as denominator; they describe the open data substrate rather than Google’s internal joins, and Google publishes no statistics of its own on either identifier. Consumer figures are from BrightLocal’s Local Consumer Review Survey 2026, published 11 February 2026, a representative SurveyMonkey panel of 1,002 US adults; BrightLocal sells local SEO software and citation services and has a commercial interest in these findings, the data are self-reported rather than observed, the sample is US-only, and the questions concern choosing a local business rather than searching a brand name. The year-on-year comparison uses the 2025 values as reported in the 2026 write-up, and survey waves are not guaranteed to be identical instruments. Practitioner weightings are from Whitespark’s Local Search Ranking Factors report of 6 November 2025, 47 respondents scoring 187 factors; it is an opinion survey by a company selling local SEO tools, its group figures are relative scores read off a summary chart, and for that reason we describe its ordering rather than printing its percentages. Three things we could not read at first hand and therefore do not quote: the Federal Trade Commission’s Rule on the Use of Consumer Reviews and Testimonials at 16 CFR Part 465, because the eCFR redirected our automated request to an access-control page; OpenAI’s help centre article on ChatGPT search, which returned HTTP 403; and Google’s separate “Get verified on Google” article, which was not reachable at a stable URL. We found no published study — platform, academic or vendor — measuring the effect of a Business Profile on a branded query specifically, and none measuring whether an assistant’s answer about a named company changes when its profile changes. Both absences are stated rather than filled with a proxy.

Conclusion

Where a company is eligible, a Business Profile is the most controllable object on its own brand-name search: a structured, self-authored block in the best position on the page, free, and startlingly often unclaimed by multi-office professional-services firms. Where a company is not eligible — and Google’s test excludes online-only businesses in one clause — the local layer does not exist and the work belongs on the entity layer instead. The rules around it are tighter than the market behaves as though they are: you may ask for reviews and may not steer them, you may not pay for a ranking because Google says the option does not exist, and putting a keyword in the business name risks suspension of the asset rather than a slap on the ranking. One documented path runs from this data into an assistant, through a Gemini API grounding tool that bills per query and demands attribution back to Maps. And the question in this guide’s title cannot be answered with numbers by anyone, including Google, because none of the eleven metrics Google publishes can tell a person who searched your name from a person who searched your category. Claim it, keep it accurate, report the surface split, and treat anyone selling a branded-impression figure for it as selling something Google does not measure.

Frequently Asked Questions

Which companies are eligible for a Google Business Profile at all?

Google’s guidelines set one test with two limbs: a business must have “either a physical location that customers can visit, or travels to customers where they are”. Online-only businesses are not eligible. A service-area business keeps “one profile for the central office or location with a designated service area”, and Google says a service area “shouldn’t extend farther than about 2 hours of driving time” from the base. Businesses selling age-restricted goods such as alcohol, cannabis or weapons “need to have a storefront”. A distributed software company with no office a customer could visit and no one travelling to customers fails both limbs, and no amount of PR budget changes that.

Is the box beside a brand name a Business Profile or a knowledge panel?

They are different products from different systems, and the difference decides who can edit what. A knowledge panel appears, in Google’s words, “when you search for entities (people, places, organizations, things) that are in the Knowledge Graph”, is “automatically generated”, and cannot be created on request. A Business Profile is a claimable, verifiable record that Google describes as free and as something you “take control of” on Search and Maps. If the box beside your brand name has a Directions button, review stars, a category and a Google-sourced photograph, you are almost certainly looking at the local record. If it has a subtitle, a founding date and social links, you are looking at the entity record.

What does a Business Profile actually control on a brand-name search?

The fields Google lets an owner set: name as it appears in the real world, category, address or service area, hours, phone, website link, photos, posts, messaging, and responses to reviews. What it does not control is the rating, the review text, the questions and answers other people write, or whether the profile appears at all for a given query. Google names three ranking factors — relevance, distance and prominence — and states flatly that “there’s no way to request or pay for a better local ranking on Google”.

What are the rules on the business name, and what happens if you stuff keywords into it?

Google requires that a name “reflect your business’s real-world name, as used consistently on your storefront, website, stationery”, and rules out marketing taglines, store codes, phone numbers, URLs, opening hours, fully capitalised words outside standard usage, and special characters not present on real-world signage. The sanction is not a ranking penalty but loss of the asset: Google “reserves the right to suspend access to Business Profiles on Google or other Google Services to individuals or businesses that violate these guidelines, and may work with law enforcement in the event that the violation is unlawful”. Adding a keyword to the name risks the one box on the page you write yourself.

What review solicitation does Google permit?

Asking is allowed; steering is not. Google permits merchants to “solicit or encourage the posting of content that does represent a genuine experience, without offering incentives to do so or attempting to influence the rating or the contents”. It prohibits paid or in-kind reviews, offering incentives in exchange for a review or for the removal of a negative one, pressuring users to review while on the premises, requesting that specific content be included, and setting staff targets for a certain number of reviews. Reviews arising from a conflict of interest — including “current or former employment, a contractual or consultory relationship” — are also prohibited.

Do AI assistants use Business Profile data?

One documented case, and one honest gap. Google’s Gemini API documents Grounding with Google Maps, which “connects the generative capabilities of Gemini with the rich, factual, and up-to-date data of Google Maps”, bills per search query the model runs, and requires developers to attribute each source to Google Maps with links immediately following the generated content. That is a developer product; Google publishes no equivalent statement that the consumer Gemini app or AI Mode reads Business Profile fields, and we do not assume it. OpenAI’s ChatGPT search help centre returned HTTP 403 to an automated read on 26 September 2026, so this guide makes no claim about what ChatGPT uses.

Can you measure whether the profile affected a branded search?

Not with Google’s own tooling. The Business Profile Performance API documents eleven daily metrics, last updated 23 September 2026: four impression metrics split by surface and device, plus conversations, direction requests, call clicks, website clicks, bookings and food-menu clicks, with food orders deprecated. None of them distinguishes a person who searched your company name from a person who searched your category, and impressions are deduplicated to one per unique user per day. The split between Search and Maps is the closest available proxy, and it is not the same question.

Sources

  1. platform documentation Google. Guidelines for representing your business on Google. Read 26 September 2026. Eligibility test, business name rules, service-area rules, the suspension clause. No last-updated date displayed.
  2. platform documentation Google. Service-area and hybrid businesses. Read 26 September 2026. Definitions of service-area and hybrid businesses; the storefront requirement for age-restricted products.
  3. platform documentation Google. Improve your local ranking on Google. Read 26 September 2026. Relevance, distance and prominence; reviews and ranking; “there’s no way to request or pay for a better local ranking”.
  4. platform policy Google. Prohibited and restricted content. Maps user contributed content policies, read 26 September 2026. Fake engagement, paid reviews, incentives, on-premises pressure, staff quotas, conflicts of interest, and what solicitation is permitted.
  5. platform documentation Google. Google Business Profile. Read 26 September 2026. “Take control of how your free Business Profile appears on Google Search and Maps”; the published feature list. No aggregate usage figures are published on the page.
  6. platform documentation Google. Knowledge panels — about. Read 26 September 2026. Panels appear for entities in the Knowledge Graph and are automatically generated.
  7. platform documentation Google. Provide feedback on a knowledge panel. Read 26 September 2026. “Our current policy doesn’t manually create or delete Knowledge Panels.”
  8. platform documentation Google, 2026. DailyMetric — Business Profile Performance API. Last updated 23 September 2026. The eleven documented daily metrics, the unique-user impression definition, and the deprecation of food orders.
  9. platform documentation Google, 2026. Grounding with Google Maps. Gemini API, last updated 23 September 2026. What the tool connects, per-query billing, and the Maps attribution requirement.
  10. live data read Wikidata Query Service, 2026. query.wikidata.org. Media Morpheus counts run 26 September 2026 for P2671 and P3749, site-wide and intersected with P31/Q4830453.
  11. property definition Wikidata. Google Maps Customer ID (P3749). “In Google Maps, Customer identifier for a place.”
  12. vendor survey BrightLocal, 2026. Local Consumer Review Survey 2026. Published 11 February 2026; representative SurveyMonkey panel of 1,002 US adults. BrightLocal sells local SEO software and citation services.
  13. practitioner survey Whitespark, 2025. Local Search Ranking Factors. Published 6 November 2025; 47 local search professionals scoring 187 factors. Whitespark sells local SEO tools and services. Group weights are relative scores, not measured coefficients.
  14. regulation Federal Trade Commission. Rule on the Use of Consumer Reviews and Testimonials, 16 CFR Part 465. Not quoted in this guide: the eCFR redirected our automated request to an access-control page on 26 September 2026 rather than serving the section text.