Whitepaper: Google Reviews, Ratings & Location: What 50 Million Search Results Reveal About Ranking in the Local 3-Pack

January 14th, 2026, 12:00 AM
50.4M US Search Results
1,993 Categories Analyzed
Q4 2025 Data Period

What Is the Google Local 3-Pack?

When you search for something like "dentist near me" or "plumber in Chicago" on Google, you see a map with three businesses listed below it. That's the Local 3-Pack, the three businesses Google thinks are most relevant to your search.

For local businesses, appearing in this 3-Pack is incredibly valuable. It's prime real estate that gets the most clicks and calls. But the big question business owners always ask is: "What does it take to get there?"

This research answers that question with hard data from over 50 million actual search results.

The Big Question: How Many Reviews Do You Really Need?

Every business owner wants to know: "How many reviews do I need to rank in Google's Local 3-Pack?" Until now, the answer has been guesswork, anecdotes, and vague advice like "more is better."

We decided to find out for real. We analyzed 50.4 million search results across 1,993 business categories to see exactly what businesses ranking in the 3-Pack actually have.

How to Read This Report

Throughout this report, we use three key numbers to describe review requirements:

  1. Entry Level (10th Percentile) - This is the minimum you need to even have a chance. Think of it as the "cover charge" to get in the door. If you have fewer reviews than this, you're unlikely to appear in the 3-Pack.
  2. Typical (Median) - This is what half of the businesses in the 3-Pack have. It's a good target if you want to be competitive.
  3. Dominant (90th Percentile) - This is what the top performers have. If you're at this level, you're ahead of 90% of your competitors in the 3-Pack.

Key Findings

1. Review requirements vary wildly by industry - A home health care business can compete with just 2 reviews, while a breakfast restaurant needs 227 reviews just to get started. Your industry matters enormously.
2. There's a big gap between competitive and dominant - In most categories, the median is 50-300 reviews. But to truly dominate your market? That often takes 500-1,500+ reviews. The gap between "typical winner" and "market leader" is huge.
3. Location matters, but less than you'd think - Businesses in big cities need about twice as many reviews as those in rural areas. That's significant, but not the 10x difference some might expect.
4. Star ratings are table stakes - Unlike review volumes needed, which vary greatly between industries, rating requirements are consistent: you need at least 4.3-4.5 stars to compete, and most winners have 4.8-4.9 stars.
5. Service businesses face stiffer competition - Plumbers, HVAC contractors, and pest control companies need 200-265 reviews at the median level. Lawyers and accountants? Just 40-54 reviews.

Why This Matters More Than Ever: AI Is Reading Your Reviews

Here's something most business owners haven't realized yet: the same data that determines your Google 3-Pack ranking appears to be influencing AI systems that answer customer questions.

The New Reality of Search

When someone asks ChatGPT "What's the best dentist in Austin?" or Google's AI Overview summarizes local options, where does that information likely come from?

From what we've observed, AI platforms frequently surface information from Google Maps data, reviews, ratings, and Business Profiles.

What We've Seen AI Platforms Use

AI systems like Google's AI Overviews, ChatGPT, Bing Copilot, and Perplexity don't have secret shoppers visiting local businesses. Based on what we've observed in AI-generated answers, these platforms appear to draw from publicly available data sources, including Google Maps and Google Business Profiles.

When analyzing AI responses to local queries like "Who's the best plumber near me?", we've noticed patterns suggesting they consider factors such as:

  • Review quantity: How many people have reviewed this business?
  • Review ratings: What's the average star rating?
  • Review content: What are people actually saying in their reviews?
  • Review recency: Are people still talking about this business?
  • Business information: Services offered, hours, location, photos

These are the same signals we analyzed in this study, suggesting that the benchmarks here may be relevant beyond just the traditional 3-Pack.

50% of consumers now intentionally seek out AI-powered search engines, with a majority saying it's their top source for buying decisions.

Your Reviews Are Your AI Resume

Think of your Google reviews as your business's resume for AI systems. When AI platforms generate local recommendations, businesses with stronger review profiles tend to appear more frequently in responses.

A business with:

  • 215 reviews (the median for plumbers)
  • 4.8 star rating
  • Recent reviews mentioning specific services
  • Detailed business information

...appears more likely to surface in AI-generated answers than a competitor with 30 reviews from two years ago, based on the patterns we've observed.

This Is Only Going to Accelerate

We're in the early stages of AI-powered search. Google is rolling out AI Overviews to more queries. ChatGPT and other AI assistants are becoming the first place people go for recommendations. Voice assistants are answering local queries.

From what we've seen, these systems frequently reference publicly available business data, including Google Business Profiles and reviews.

The businesses investing in their review presence today aren't just competing for the 3-Pack. They're positioning themselves for visibility as AI-powered discovery continues to grow.

What This Means for Your Strategy

The benchmarks in this report aren't just about ranking in the traditional 3-Pack anymore. They're about:

  • Getting mentioned by AI: Businesses with strong review profiles are more likely to be recommended when AI answers local queries
  • Shaping what AI says about you: The content of your reviews influences how AI describes your business
  • Future-proofing your visibility: As more search shifts to AI, your Google data becomes even more critical
Bottom line: Every review you collect isn't just helping you rank in Google's 3-Pack today. It's training AI systems on who to recommend tomorrow. The gap between businesses with strong review profiles and those without is about to get much, much wider.

What Does It Actually Take to Rank?

Forget the edge cases and outliers. What really matters is the median, the number of reviews that half of the businesses ranking in the 3-Pack have. This is your real target: the benchmark that separates competitive businesses from those still building their reputation.

In plain English: If you want to consistently show up in the 3-Pack, aim for the median review count in your category. That's the number that puts you on equal footing with typical winners, not those just barely scraping in on a lucky day.
Entry fee to compete in Google 3-Pack

The median reviews for businesses ranking in the 3-Pack. This is what typical winners have across industries, and it's your real target to be competitive.

Want to see the data for your specific business category?

Find Your Category Benchmarks

Search 1,993 categories to find yours.

The numbers vary dramatically by industry. Some categories are surprisingly accessible, while others require a serious review-building strategy.

More Accessible (Under 100 reviews)

  • Home Health Care: 20 reviews
  • General Contractor: 28 reviews
  • Tree Service: 47 reviews
  • Electrician: 56 reviews
  • Painter: 58 reviews
  • Roofing Contractor: 79 reviews

Moderate Competition (100-300 reviews)

  • Chiropractor150 reviews
  • Personal Injury Lawyer: 153 reviews
  • Locksmith: 166 reviews
  • Auto Repair Shop: 188 reviews
  • Self Storage: 194 reviews
  • Plumber: 215 reviews

Highly Competitive (300+ reviews)

  • Dentist: 346 reviews
  • Tire Shop: 413 reviews
  • Phone Repair Shop: 452 reviews
  • Oil Change Service: 512 reviews
  • Cannabis Store: 581 reviews
  • Breakfast Restaurant: 976 reviews

Why Such Big Differences?

Industries with high transaction volumes (think restaurants, retailers) naturally accumulate more reviews. A breakfast spot might serve 200 customers a day, while a plumber might complete 5 jobs. This creates vastly different review landscapes and different competitive requirements.

The Full Picture: Entry, Typical, and Dominant

The median shows you what typical winners have. But to fully understand your competitive landscape, you also need to see what it takes to truly dominate your market: the 90th percentile where the top performers sit.

Review requirements by category

The green bar shows entry level (P10), blue shows typical (median), and red shows dominant (P90). Notice how the gap between entry and dominant can be 30-80x in some categories.

Want to see the data for your specific business category?

Find Your Category Benchmarks

Search 1,993 categories to find yours

What Do These Numbers Mean for You?

If you're a new business: Focus on reaching the entry level first. That's your immediate goal.

If you're already in the 3-Pack sometimes: Aim for the median (typical) level to be consistently competitive.

If you want to dominate your market: The P90 numbers show what the top players have. It's a long-term goal, but it's achievable with consistent effort over time.

Top 20 Categories by Data Volume

These are the categories with the most search data, giving us the highest confidence in these numbers:

Category Entry (P10) Typical (Median) Dominant (P90) Data Points
Personal Injury Lawyer 25 153 756 3,463,914
Self Storage Facility 20 194 728 2,294,540
HVAC Contractor 25 244 1,594 2,249,767
Plumber 21 215 1,621 1,465,061
Dentist 52 346 935 1,455,166
Roofing Contractor 13 79 378 1,391,533
Moving Company 36 261 1,249 1,206,777
Phone Repair Shop 64 452 1,261 1,119,282
Pest Control Service 18 265 1,708 923,785
Computer Repair Service 18 173 922 745,851
Men's Clothing Store 54 430 1,726 738,678
Towing Service 19 104 275 707,603
Auto Repair Shop 23 188 846 705,016
Cannabis Store 89 581 2,280 629,882
Garage Door Supplier 17 137 1,187 597,845
Water Damage Restoration 11 62 284 569,875
Electrician 4 56 661 515,066
Chiropractor 23 150 527 508,074
AC Repair Service 25 259 1,693 477,126
Orthodontist 37 225 755 449,761

The Most Competitive Categories

These categories have the highest review requirements. If you're in one of these industries, be prepared for stiff competition:

Category Entry (P10) Typical (Median) Dominant (P90)
Breakfast Restaurant 227 976 2,768
Cannabis Store 89 581 2,280
Oil Change Service 127 512 1,374
Phone Repair Shop 64 452 1,261
Restaurant 77 451 1,951
Men's Clothing Store 54 430 1,726
Tire Shop 78 413 1,128
Cosmetic Dentist 98 369 1,014
Pediatric Dentist 82 360 1,015
Dentist 52 346 935

The Least Competitive Categories

Good news if you're in one of these industries; you can compete with far fewer reviews:

Category Entry (P10) Typical (Median) Dominant (P90)
Storage Facility 1 17 244
Home Health Care 2 20 79
Construction Company 2 20 90
Mental Health Service 2 20 143
Marketing Agency 1 21 108
Concrete Contractor 2 25 293
Counselor 2 26 147
General Contractor 3 28 118
Insurance Agency 2 34 317
Lawn Care Service 3 36 374

What About Star Ratings?

Reviews aren't just about quantity; quality matters too. We analyzed star ratings to understand what rating you need to compete, and found that 4.5-4.7 stars is the minimum rating needed to compete in most categories.

The bottom line on ratings: Unlike review counts needed to rank, star ratings are remarkably consistent. Almost every category requires at least 4.5 stars to compete, and the typical winner has 4.8-4.9 stars. Anything below 4.3 stars makes it very hard to rank.

Why Ratings Are More Uniform Than Review Counts

Review counts depend heavily on transaction volume. A restaurant gets more chances to collect reviews than a roofer. But customer expectations for quality are similar across industries. People expect good service whether they're getting their teeth cleaned or their AC fixed, so rating requirements cluster tightly around 4.5-4.9 stars everywhere.

Rating Requirements by Category

Category Minimum (P10) Typical (Median) Data Points
Personal Injury Lawyer 4.7 4.9 3,449,336
Self Storage Facility 4.3 4.8 2,283,332
HVAC Contractor 4.6 4.9 2,241,507
Plumber 4.5 4.8 1,459,543
Dentist 4.4 4.9 1,443,565
Roofing Contractor 4.6 4.9 1,382,317
Moving Company 4.5 4.9 1,200,415
Pest Control Service 4.6 4.9 914,712
Chiropractor 4.8 4.9 506,198
Towing Service 3.1 4.3 705,577

The Towing Exception

Towing services are a notable outlier. Even towing businesses with 3.1 stars can appear in the 3-Pack. This reflects the split nature of towing customers: half are grateful (roadside assistance, breakdowns) while half are upset (parking violations, repossessions). This inherent 50/50 split drives down ratings industry-wide, so Google's algorithm adjusts accordingly.

Does Location Matter?

We hear this question constantly: "Is it harder to rank in a big city?" The answer is yes, but maybe not as much as you'd think.

How We Classified Locations

We grouped every search result by the population density of its zip code:

  • Rural: Less than 500 people per square mile (think small towns)
  • Suburban: 500-3,000 people per square mile (typical suburbs)
  • Urban: 3,000-10,000 people per square mile (smaller cities, dense suburbs)
  • Metro: More than 10,000 people per square mile (major city centers)
Review requirements by location type

Median review requirements by category and location density. Notice how the pattern is consistent: more density = more reviews needed.

The Location Factor

On average, metro areas require roughly 1.5-2x as many reviews as rural areas, though this varies significantly by category. Some categories show almost no difference, while others can be 3x or more. So if a rural plumber needs 100 reviews to be competitive, a plumber in downtown Chicago might need 150-200.

Heatmap of review requirements

Heatmap showing median reviews required. Darker red = more reviews needed. You can see the urban/metro columns are consistently darker (higher) than rural.

Want to see the data for your specific business category?

Find Your Category Benchmarks

Search 1,993 categories to find yours.

Real Examples: How Location Changes the Game

HVAC Contractor

Location Type Entry (P10) Typical (Median) Dominant (P90)
Rural 14 132 920
Suburban 26 255 1,651
Urban 32 305 2,007
Metro 45 361 1,817

Dentist

Location Type Entry (P10) Typical (Median) Dominant (P90)
Rural 27 180 544
Suburban 56 366 955
Urban 67 407 1,022
Metro 80 462 1,063
What this means for you: If you're a dentist in a rural area, 180 reviews makes you typical. The same 180 reviews in a major metro would put you below average. Know your local market - don't compare yourself to national averages.

What Should You Do With This Information?

If You're Just Starting Out

Your first goal is simple: reach the entry threshold for your category. Look up your industry in our tables and focus on getting to that P10 number. Every review counts more when you're starting from zero.

Quick Wins for New Businesses

  • Ask every happy customer. Many will leave a review if you simply ask at the right moment - right after a successful service or purchase.
  • Make it easy. Send a direct link to your Google review page. Every extra click loses potential reviewers.
  • Respond to every review. It shows you care and encourages others to leave reviews too.

If You're Already Competitive

Once you've reached the entry threshold and you're appearing in the 3-Pack sometimes, your goal shifts to consistency. Aim for the median (typical) level to be a regular presence in search results.

If You Want to Dominate

The gap between "competitive" and "dominant" is significant. Here's what it looks like:

Category Entry (P10) Dominant (P90) Gap
Electrician 4 661 165x
Pest Control 18 1,708 95x
Plumber 21 1,621 77x
HVAC Contractor 25 1,594 64x
Dentist 52 935 18x

Domination doesn't happen overnight. These numbers represent years of consistent review generation. But they show what's possible with sustained effort.

Rating Strategy

  • Minimum viable: 4.3-4.5 stars gets you in the door
  • Competitive: 4.7-4.8 stars is where most 3-Pack winners sit
  • Optimal: 4.9+ is great, but returns diminish above 4.8
  • Recovery is hard: If you're below 4.0 stars, focus on service quality before worrying about review quantity

The Factor We Didn't Measure: Review Recency

This study focused on review quantity, ratings, and location type, but there's another factor that matters for local rankings: how recent your reviews are.

We chose not to duplicate that research because our friends at Sterling Sky have already done an excellent job studying recency.

Research from Sterling Sky

Joy Hawkins and the Sterling Sky team studied the relationship between review recency and local rankings. Their key findings:

  • Fresh reviews signal trust: Recent, timestamped reviews appear to function as a trust signal to Google's algorithm.
  • Stopping hurts: Businesses that stopped collecting reviews (even with strong historical ratings) saw ranking declines.
  • Velocity matters: The "right" frequency depends on your competitors. Highly competitive markets may need weekly reviews; smaller markets might succeed with monthly.
The bottom line: Review count and rating get you in the door, but you can't just "set it and forget it." Consistent, ongoing review generation signals to Google that your business is active and trustworthy. A business with 200 reviews from three years ago may rank worse than one with 150 reviews that includes 20 from the last month.

What This Means for You

Use our data to set your target; how many reviews you need to be competitive in your category. But don't stop once you hit that number. Build a sustainable system for generating reviews consistently:

  • Ask every satisfied customer for a review
  • Make it easy with a direct link to your Google review page
  • Train your team to incorporate review requests into their workflow
  • Monitor your review velocity relative to competitors

For a deeper dive into review recency and local SEO, we highly recommend Sterling Sky's full research.

How We Did This Research

Transparency matters. Here's exactly how we conducted this analysis so you can understand (and trust) the numbers.

1. Data Collection

We started with 70.7 million scan point records from Local Falcon's database covering Q4 2025 (October through December). Each record represents a business appearing in Google's Local 3-Pack for a specific keyword at a specific location.

2. Removing Duplicates

Here's a problem with raw scan data: if one user scans "plumber in Chicago" 1,000 times, that would massively skew results toward whatever businesses rank there. To fix this, we de-duplicated on unique lat/lng. We rounded coordinates to about 110 meters of precision and kept only one result per unique (location + keyword) combination. This ensures every unique search context counts exactly once, regardless of how many times it was scanned.

3. US Filtering

We filtered to US addresses only by parsing state and zip codes from business addresses. This gave us 50.4 million records, still a massive dataset, but focused on the US market.

4. Location Classification

We classified each zip code by population density using Census data. This lets us compare rural, suburban, urban, and metro markets.

5. Statistical Analysis

We calculated percentiles (P10, P25, median, P75, P90) for reviews and ratings, grouped by category, location type, and keyword. We only included groups with at least 100 data points to ensure statistical reliability.

Limitations to Keep in Mind

  • Correlation, not causation: This data shows what businesses in the 3-Pack have. It doesn't prove that reviews alone caused them to rank. Google's algorithm considers many factors.
  • Point in time: These benchmarks reflect Q4 2025. Competitive landscapes change over time.
  • Geographic coverage: The data reflects where Local Falcon users scan, which may over-represent certain regions or business types.
  • New businesses face extra hurdles: Beyond reviews, new businesses also contend with factors like business age, brand consistency, etc.

Data Summary

Here's a quick summary of the scale of this research:

What We Analyzed Count
Total search results analyzed 70,733,561
US results (after filtering) 50,357,778
Unique business profiles 2,779,825
Business categories with enough data 1,993
Keywords with enough data 67,568
Category + Location combinations 5,367

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Google Reviews, Ratings & Location: What 50 Million Search Results Reveal About Ranking in the Local 3-Pack