Local SEO: The Complete Guide to the Map Pack and Local Results

What local SEO is, and what the map pack is

One results page can hold three kinds of result: the map pack (Business Profiles), the organic results (web pages) and, for some searches, an AI answer, which Google says can include information about local businesses [2]. Each ranks on its own signals, so a business can appear in one and not another; our article on local SEO vs organic SEO compares them.

Which searches bring up the map? On September 27, 2026 we captured Google's first page for 12 commercial searches made from Las Vegas, from "dentist" and "emergency dentist" to "garage door repair". Eleven of the 12 showed a map pack, all 12 showed organic results, and only 2 showed an AI Overview [3]. That is one date, one device and one city, so read it as an example rather than a rate.

Local SEO in the map-pack sense has an entry rule. Google says "Only businesses that make face-to-face contact with customers are eligible for a Business Profile." [5] That includes storefronts and businesses that travel to their customers, such as plumbers or cleaners [6]. A business that serves customers only online competes in the organic results and AI answers instead.

How Google ranks local search results: relevance, distance and popularity

Google's page defines each factor [1]:

• Relevance: "Relevance is how well a Business Profile matches what someone is searching for." Your categories, services and description are how you tell Google what you are, and Google says separately that "The categories you select affect your local ranking on Google." [7]
• Distance: "Distance refers to how far each business is from the customer who's searching." When a searcher hasn't shared a location, Google says it uses what it knows about where they are.
• Prominence: Google describes prominence as "how well-known a business is", based partly on "how many websites link to your business and how many reviews you have". It adds: "More reviews and positive ratings can help your business's local ranking."

The same page says complete, accurate profiles are more likely to show up, and that "There's no way to request or pay for a better local ranking on Google." [1] Whitespark's expert panel also rates taking part in Google Ads or other paid Google products as a ranking myth [8].

What changed in 2025

Google rewrote this help page between its Internet Archive captures of June 14 and July 10, 2025 [9]. The old version said local results were "based primarily on relevance, distance, and prominence", credited information "from across the web, like links, articles, and directories", and added that "Your position in web results is also a factor". None of those lines is on the current page.

Plenty of advice still repeats the old text. That doesn't prove those signals stopped mattering, but it means you should weigh them on evidence, not on Google's word. The research below is that evidence, with its limits stated.

What the experts' survey adds

Google publishes no weights. The industry's long-running estimate is Whitespark's Local Search Ranking Factors survey: for 2026, a panel of 47 local search experts was invited to score 187 factors in a two-hour survey, and Whitespark says none of them has special access to Google's local algorithm [8]. It is informed opinion, not a measurement of Google.

How the experts weight each group of signals in 2026 [8]:

Whitespark's reading of the trend: review and behavioral signals gained weight for 2026, while citations lost about half a percentage point, continuing a downward trend from earlier editions [8].

The highest-scored individual map-pack factors were the primary Business Profile category (227), the distance from the searcher to the business address (225), keywords in the business name (223) and a physical address in the city being searched (213). Being open at the time of the search came fifth (189), and high Google ratings sixth (181) [8].

Your Google Business Profile: the foundation

Our Google Business Profile optimization guide goes field by field. The essentials:

1. One profile. Keep a single profile for each business [6].
2. Primary category. Pick the one category that best describes your business. You can add up to nine more, and you can't invent your own [7][10]. Google's test for each extra category is whether it completes the statement "This business IS a" rather than "this business HAS a" [6]. An incorrect primary category is the second most damaging negative factor in the Whitespark survey [8]. Our guide to Google Business Profile categories shows how to research the categories your competitors use.
3. Services. Choose from the services Google suggests for your business type. Google says a listed service may be highlighted on your profile when local customers search for it [11].
4. Hours. List your regular customer-facing hours [6]. Being open at the time of the search came fifth in the survey, an effect Sterling Sky first reported in December 2023 and Google hasn't confirmed [8][12]. Never list hours you don't keep.
5. Photos. Google asks for images with "no significant alterations or excessive use of filters or AI" [13]. Show your real premises, team and work.
6. Address or service area. If customers come to you, show your address. If you go to them, Google says to hide it and set up to 20 service areas within about two hours' drive. Virtual offices and P.O. boxes aren't eligible at all [6][14].

Reviews: count, rating, recency and replies

From BrightLocal's 2026 survey of a representative panel of 1,002 US adults [16]:

• 68% will only use a business rated four stars or higher, up from 55% in 2025.
• 47% won't use a business with fewer than 20 reviews.
• 74% look for reviews written in the last three months.
• 89% expect owners to respond, and generic or templated replies put off 50%.
• 19% expect a reply on the same day they post, up from 6% the year before [16].

What the ranking evidence says:

• Whitespark's experts score high ratings (181), the number of native Google reviews with text (170) and review recency (164) among the stronger map-pack factors, and add a "sustained influx of reviews over time (rather than bursts)" (154) [8].
• Sterling Sky and Places Scout analyzed 8,186 businesses in 200 US cities across five service searches, in a study of what drives near me rankings. Reviews gained in the current month mattered more than total reviews, and reviews with text had a stronger effect [17]. The study is correlational.

The rules for asking:

• You can ask customers for honest reviews, for example with a Google link or a QR code [18].
• Google's policy bans reviews "paid for, directly or in kind", incentives such as discounts or free services, discouraging negative reviews, and asking only happy customers, a practice known as review gating [19].
• Clauses that first appear in Internet Archive captures of the policy between February 15 and 23, 2026 also bar merchants from asking staff to collect a set number of reviews, or reviews that include specific content, such as a staff member's name [19][20].
• The FTC's Consumer Reviews and Testimonials Rule, announced on August 14, 2024 and in force since October 21, 2024, bars businesses from offering incentives conditioned on a review expressing a particular sentiment, positive or negative [15][21]. FTC staff add that review gating, though not named in the rule, "could violate the FTC Act" [21]. Google's own policy goes further and bans review incentives of any kind [19].
• Google says it blocked or removed more than 292 million policy-violating reviews and over 13 million fake Business Profiles in 2025 [22], up from more than 240 million reviews in 2024 [23]. In April 2026 it said a sudden spike can now pause new reviews, alert the owner and put a banner on the profile [22].

Replies matter too. Google's advice is to be "conversational, not promotional" [18]; replies are moderated, usually within 10 minutes but sometimes up to 30 days, and a customer can still change their review afterwards [24]. Keywords in replies are a myth, according to Whitespark's experts [8], so write for the next customer. For the full evidence, see do Google reviews help SEO.

Proximity: why the map changes across town

Google's location help page says your location helps show you nearby results "even if you didn't include a location in your search", and gives the example that "if you search for coffee shops, you're likely searching for coffee shops near you" [25].

In the Whitespark survey, the distance between the searcher and the business address is the second-highest-scored map-pack factor (225), a physical address in the city being searched is fourth (213), and the address's distance from the city's center scored 157 [8]. In a post quoted by BrightLocal, Google confirmed a local update that ran from November 30 to December 8, 2021, calling it "a rebalancing of various factors"; the industry named it Vicinity [26]. Sterling Sky read it as giving proximity more weight [27], an agency's interpretation rather than Google's statement.

What you can do about distance:

• Put the pin on your door. Proper placement of the map pin scored 165 in the survey [8].
• Be open when people search. Whitespark's report notes that you start to drop about 60 minutes before you close [8].
• Set service areas honestly. Google says service areas shouldn't extend farther than about two hours of driving from where you're based and can't be set as a radius [6][14]. Whitespark's experts list service areas beyond two hours' drive as a suspension risk [8].
• Follow Google's address rule. Google says service-area businesses should hide their address [6]. Sterling Sky's near-me study found a negative correlation between hiding the address and ranking well [17], and one of its clients lost rankings when the address was hidden [28], though Whitespark's Darren Shaw, who runs the survey, thinks the effect is a bug rather than a ranking factor, a view he says he appears to hold alone [8]. The evidence is disputed; Google's rule is not.

For searches that include the words themselves, see near me SEO; for a practical playbook, see how to rank higher on Google Maps.

Your website's local signals: service pages, NAP and schema

The survey's four highest-scored local organic factors are a dedicated page for each service (210), how well your content matches your city or neighborhood (190), the quality and authority of links to your domain (187), and keywords in the title tag of the page your profile links to (179) [8]. The page-per-service factor sits 24th for the map pack, first for local organic results and second for AI visibility; geographic relevance sits 18th, second and sixth [8]. Work that pays off in all three places is the best place to start.

Google's Search Essentials apply here too: "Use words that people would use to look for your content, and place those words in prominent locations on the page, such as the title and main heading of a page" [29]. Google also says it can detect category information "from your website and from mentions about your business throughout the web" [6], so your service pages should describe the same business your categories do.

Three website rules that matter locally:

1. NAP in crawlable text. In the survey, HTML NAP that matches your profile is the 15th map-pack factor (153), a site with no crawlable NAP is the 10th most damaging negative (121), and mismatched NAP or tracking phone numbers across the web is the 24th (90) [8].
2. A page for each city you serve. Each one needs its own content: Google's spam policies name "Having multiple domain names or pages targeted at specific regions or cities that funnel users to one page" as doorway abuse, and ban scaled content made mainly to manipulate rankings [30].
3. Structured data that matches the page. Google uses structured data to understand a page's content, but doesn't promise the markup will show in results [31][32], and it asks that structured data match the visible text. There is no special schema for its AI features either [33].

Relevance also beats polish: "Google Search always seeks to show the most relevant content, even if the page experience is sub-par." [34] To build the list of services and places your pages should cover, see local SEO keyword research.

Citations and links that build prominence

Citations have been sliding for years. The strongest citation factor in the 2026 survey, consistent listings on Google Maps, Bing Maps and Apple Maps, sits only 28th for the map pack (124), and the sheer quantity of directory citations sits 110th (78) [8]. Google's old ranking page named directories as a source of prominence; the 2025 rewrite removed them [9].

AI answers are changing that. Whitespark says "3 of the top 5 AI Search visibility factors are citation factors", and that in AI SEO, mentions "are the new link" [8]. Two studies point the same way:

• In a small BrightLocal test of 20 searches across 10 niches and 4 AI tools, Yelp was a source in 33% of searches, and in its dentistry searches ChatGPT sourced information exclusively from ten different dental directories [35].
• Yext analyzed 6.8 million citations from over 1.6 million AI responses across Gemini, OpenAI and Perplexity: websites supplied 44% and listings 42%, healthcare leaned on listings (52.6%), and Reddit supplied just 2% [36]. Yext sells listings management, so weigh its framing accordingly.

The survey's top AI-visibility factors are mostly off your site: expert-curated "best of" lists (179), a dedicated page for each service (170), prominence on key industry websites (167), and unstructured citations such as newspaper articles and industry associations (160) [8].

Google names links under prominence [1], and its spam policies list "Buying or selling links for ranking purposes" and "Low-quality directory or bookmark site links" as link spam [30]. Useful links for a local business come from local press, associations, sponsors and suppliers. For organic results, Ahrefs' rule of thumb is to acquire as many links as the pages already in the top 10, "if not more" [37]. That is our approach too: measure what the businesses already winning have, match it, then exceed it. Our piece on local citations covers which listings still matter.

Local results and AI answers

The dates that matter:

In Google's words, from its guidance for site owners: "There are no additional requirements to appear in AI Overviews or AI Mode, nor other special optimizations necessary." Its list of basics includes "Checking that your Merchant Center and Business Profile information is up-to-date" [33]. Its newer AI optimization guide adds: "Where appropriate, generative AI responses can include product listings, product information, and information about local businesses." [2] As for AI text files such as llms.txt, Google says creating them "will neither harm nor help your site's visibility or rankings in Google Search, as Google Search ignores them." [2]

How often do AI answers show on local searches? It depends on who measures:

• Google says AI Overviews "are only shown when our systems determine that it is additive to classic Search, and as such, often don't trigger." [33]
• In our Las Vegas capture, 2 of the 12 commercial searches showed an AI Overview, and neither named a business from the map pack [3].
• Sterling Sky's 2026 report found AI local packs (US, mobile) on about 7% of tracked keywords, surfacing only about 32% as many businesses as a traditional 3-pack [43].
• For "near me seo", searched US-wide the same day, Google's AI Overview named two of the three map-pack businesses with their star ratings and review counts, and linked neither [44]. It is one capture, but it shows profile data traveling into AI answers.

Outside Google:

• In BrightLocal's 2026 survey, 45% of consumers had used AI tools for local business recommendations, up from 6% a year earlier. ChatGPT was the tool most used for business recommendations (31%), followed by Google's AI Mode (23%), and 88% of AI users checked the reviews or sources the tools cited [45].
• OpenAI says ChatGPT may use an approximate location based on your IP address, and uses unnamed third-party providers for nearby business listings [46]. It doesn't say it reads Google Business Profiles, so don't assume it does.
• Microsoft tells local businesses to register with Bing Places for Business so that their address, hours and contact details stay eligible for its AI answers [47].

Measuring local visibility from the right location

Google says its results depend on many signals, including "your location and settings" [50], and Search Console's help notes that your position for a specific search can differ from the average "because of many variables, such as your search history, location" [51]. National tools can mislead badly: our US-wide capture for "near me seo" placed an agency based in France in the map pack [44].

How to measure properly:

1. Write the phrase list first. Multiply your services by the words customers add ("near me", "emergency", "open now", "cost") and by every city, neighborhood and ZIP code you serve. Our guide to local SEO keyword research walks through it.
2. Check from fixed points. Search each phrase from several points in your market and record the date and device. Rank grids do this for the map pack; AI answers need to be captured separately.
3. Read your own data. A verified profile's Performance report lists the search terms people used to find you, updated at the start of each month, and mixes in Google Ads activity, so allow for paid activity when you read it [48]. Search Console groups your website's data by the query people typed [49].
4. Don't judge by calls alone. In Sterling Sky's look at 179 law-firm profiles across 34 firms, clicks-to-call declined over two years [43]. Rankings and calls are different measurements.

Measuring the competition

Measurement is also how a plan gets built. Our method, in plain terms (it is a method, not a measured result): for each phrase, record every business in the map pack and note its primary and additional categories, its distance from the search point, its review count, rating and reviews in the last 90 days, how complete its profile is, whether it has a real address in the city or a service-area profile, its business name, the links to its website, and whether it's open at the time of the search. The weakest business holding a place sets the bar. Your gap to that bar, input by input, is the work list, and the smallest gaps come first. That is what doing everything the leaders did, and more, means in practice: the plan comes from measurements of the businesses already on page one, not from guesses.

Google says third-party SEO tools "don't have access to Google's internal ranking data" [52], so every competitor measurement is an estimate of what Google rewards, and Google still decides the outcome.

How this connects to our first page guarantee

The same measurement decides what we can promise. Our first page guarantee is offered after an assessment of your business and its market. We guarantee up to 50% of the key phrases you could rank for will rank on the first page of Google, in three places: your Google Business Profile in Google's local map results, page one of the organic results, and AI suggestions and answers, meaning Google's own AI answer on the results page (ChatGPT and other assistants don't count). The phrase list covers every variation your customers could type, and we agree it with you in writing at the start. The milestones are at least 20% of the list on the first page within 90 days, 40% within 180 days and 50%+ within the first year, and the share is measured separately in each of the three places at each milestone.

It is not every phrase, not a particular position, and not a promise of more traffic, calls, leads or sales. Our first page guarantee never names a position, and Google's own hiring advice explains why:

We agree, and we never promise one. Google also shows an AI answer for only some searches, so in AI answers the share is worked out over the phrases that show one when we check; the written terms set out how each place is counted and what happens if a milestone is missed. You can see what the work has produced for others on our client results page.

A local SEO checklist

Run this list against your own business, then against the businesses that hold the Google local pack for your most valuable search.

Where to start

Of the local SEO best practices in this guide, start with the profile and the reviews, which carry the most weight in the map pack in the experts' survey, then build the service pages and links that feed all three places. You can request a free SEO audit of your website. If you qualify, our first page guarantee puts dates on the result, measured separately in each of the three places, under the written terms.

This is general information, not legal advice.