Last Updated on July 10, 2026
The Map Pack, Reviews and AI: 2026 Data Report
Executive summary
Local search is where most UK small businesses win or lose customers, and it changed more in the last eighteen months than in the previous ten years. Reviews got more demanding, the map pack held its ground, and AI tools went from a curiosity to the third most popular way people find local businesses.
This report pulls together the most credible current data on how people find local businesses, what makes a business rank, and what it costs to compete. Where a statistic is old or American, we say so. Much of the recycled local SEO data online traces back to 2015-era blog posts, and decisions deserve better inputs than that.
Key facts
Key takeaways
- The map pack is the most resilient free channel in search. AI Overviews now appear on most informational local queries but only around 15% of straight “trade plus town” searches, where map packs still show over 90% of the time.
- Google Business Profile signals carry roughly a third of local pack ranking weight, yet only 35% of small businesses have a profile at all. The biggest lever is free and most businesses have not pulled it.
- Review expectations are inflating fast. The share of consumers who will only use a business rated 4.5 stars or higher nearly doubled in a year, and 74% ignore reviews older than three months.
- Replying to reviews is now table stakes: 89% of consumers expect responses and 42% are unlikely to use a business that ignores its reviews.
- AI tools jumped from 6% to 45% in one year as a way of finding local businesses, but visibility in AI recommendations is far harder to win than a map pack spot, which makes the fundamentals more valuable, not less.
- Competing costs less than most marketing channels: the profile is free, reviews are free to ask for, and paid help typically runs £300 to £1,500 per month in the UK.
Contents
How people search for local businesses
The most cited number in local SEO is that 46% of Google searches have local intent. It comes from a Google speaker at a 2018 conference and remains the only properly sourced figure on the question. Behaviour data since then points the same way: in BrightLocal’s 2025 consumer research, 46% of consumers said they always or often add “near me” to searches, 45% default to Google for local lookups and another 15% go straight to Google Maps.
Intent converts quickly. Google’s own research found that 76% of people who search for something nearby on a smartphone visit a related business within 24 hours, and 28% of those searches end in a purchase. That figure dates from 2016 and was restated by Google in 2022, so treat it as directional, but no credible newer study contradicts it.
The Map Pack vs organic results
When Google shows a map pack, it changes where the clicks go. Backlinko’s 2024 user behaviour study measured 42% of local searchers clicking on map pack results. First Page Sage’s click-through data, updated for 2026, shows why the pack is so valuable: it behaves differently from organic listings.
| Position | Map Pack CTR | Organic CTR (no pack present) |
|---|---|---|
| 1 | 17.6% | 39.8% |
| 2 | 15.4% | 18.7% |
| 3 | 15.1% | 10.2% |
Source: First Page Sage, Google CTR by ranking position, published May 2025 and updated for 2026. When a map pack is present, organic position 1’s CTR falls from 39.8% to 23.7%.
Two things stand out. First, the map pack curve is almost flat: third place gets nearly as many clicks as first, so being anywhere in the pack is the prize. Second, the pack taxes organic results. When it appears, the top organic listing loses around 16 points of click-through. For local queries, a map pack position is worth more than most page-one organic rankings.
Reviews in 2026: The bar keeps rising
BrightLocal’s Local Consumer Review Survey, published February 2026, is the industry’s standard measure of review behaviour (US consumer panel, run by a UK firm; UK-specific figures below). The 2026 edition shows expectations tightening sharply in a single year.
The year-on-year movement matters more than the levels. Consumers demanding a 4.5+ rating went from 17% to 31%. Those requiring 4 stars or better went from 55% to 68%. Those who want reviews from the last two weeks went from 20% to 32%. A review profile that was competitive in 2024 is now average at best.
Responding pays. 80% of consumers say they are more likely to use a business that responds to every review, 42% are unlikely to use one that ignores reviews, and half are put off by templated copy-paste replies. The supply side is the good news: 83% of people who were asked to leave a review went on to write one. Most businesses simply do not ask.
UK-specific data points the same direction: 84% of UK consumers say they trust customer reviews (Smart Money People, 2024), 68% use online reviews as a primary source for purchase decisions (Reputation.com UK research, late 2024) and 71% of UK shoppers check reviews and ratings to verify an online store (YouGov).
What actually drives local rankings
Whitespark’s Local Search Ranking Factors survey, published November 2025 for 2026 and based on 47 expert contributors, is the most credible breakdown of how local rankings work. The headline: Google Business Profile signals carry roughly 32% of map pack ranking weight, the largest single category, with review signals around a fifth and rising.
| Ranking Input | What It Covers | Why It Matters |
|---|---|---|
| Google Business Profile (32%) | Primary category, services, completeness, keywords in the business title | The largest factor group. Your primary category choice is the single biggest controllable input |
| Reviews (20%, rising) | Quantity, velocity, recency, replies | Up from around 16% in the 2023 edition. Recency is called the most underrated factor |
| On-page (15%) | Dedicated service pages, geographic relevance | The top local organic factor: one proper page per service, per location |
| Behavioural and links (17%) | Clicks, calls, direction requests; inbound links | Engagement signals are growing in weight; links remain the top organic differentiator |
| Citations and social (11%) | Directory consistency, social activity | Declining but not dead; social scored as a measurable factor for the first time |
Source: Whitespark Local Search Ranking Factors 2026 (November 2025). Percentages are expert-assessed weightings for map pack rankings, rounded. The 2026 edition also scored AI visibility factors for the first time.
The top three map pack factors are your primary GBP category, proximity to the searcher and keywords in your business title. You cannot move your premises, which makes category choice, profile completeness and review velocity the highest-leverage work available.
AI is rewriting local search
The fastest-moving number in this report: consumers using AI tools such as ChatGPT to find or evaluate local businesses jumped from 6% to 45% in a single year (BrightLocal LCRS 2026), making AI the third most used route after Google and Facebook. Google’s own AI features compound the shift. AI Overviews appeared on about 40% of local queries in an April 2025 study of 60,000 searches, and Google’s AI Mode launched in the UK in July 2025.
The crucial nuance for small businesses is which queries AI touches. Whitespark’s 2025 analysis found AI Overviews on 92% of informational local queries (“how much does a boiler service cost”) but only around 15% of transactional ones (“plumber manchester”), where the traditional map pack still appears more than 90% of the time. The bottom of the funnel, where buying decisions happen, still runs through the pack.
AI visibility is not a separate game you can buy your way into. SOCi’s 2026 index found fewer than half of Google’s local leaders appear in AI recommendations, and 68% of contact details shown by AI assistants did not match the business’s Google profile. The inputs AI systems lean on, accurate profiles, consistent details, reviews, real service pages and mentions on credible lists, are the same fundamentals that win the map pack. We cover the wider shift in our Google AI Overviews research.
What competing costs in the UK
Local search is the cheapest competitive channel most small businesses have, because the core assets are free.
- Free: claiming and completing your Google Business Profile, choosing the right primary category, adding photos, posting updates, answering questions and replying to every review.
- Free: asking customers for reviews. 83% of people who are asked leave one. A simple link sent after every job compounds faster than any ad budget.
- Free or cheap: Google’s review link generator, Search Console, and manual citation building on the directories that matter for your trade.
If you outsource, UK pricing clusters into three bands: entry local SEO packages for a single location at £300 to £500 per month, meaningful single-location campaigns at £500 to £1,500, and competitive sectors or multi-location work at £1,500 to £4,000 or more. Those bands sit consistently across published UK agency pricing. For the wider context of what SEO costs and what you get at each level, see our UK SEO pricing data.
What this means for your business
The data points to an uncomfortable but useful conclusion: most UK small businesses are losing local search to the minority who do the basics. Only 35% of small businesses have a Google profile, while profile signals carry a third of the ranking weight. Review expectations are inflating annually, while 83% of customers will leave a review if asked. The channel is not saturated. It is under-worked.
Order of operations, in line with everything we publish: complete the profile before spending on ads, build a review engine before worrying about AI visibility, and put one proper page on your website for each service you want to be found for. The businesses that do those three things are simultaneously optimising for the map pack today and for AI recommendations tomorrow, because both run on the same inputs.
Cite this research
Whito Research (2026). UK Local Search in Numbers: 2026 Data Report. Whito. https://whito.co.uk/research/uk-local-search-data/
Key finding: The map pack is the most resilient free channel in search. AI Overviews now appear on most informational local queries but only around 15% of straight “trade plus town” searches, where map packs still show over 90% of the time.
This is original Whito research. You are welcome to reuse these figures with a link to this page as the source.
Methodology
This report compiles published research, checked in June 2026, from: BrightLocal (Local Consumer Review Survey 2026, Consumer Search Behavior 2025, SMB Marketing Report 2025), Whitespark (Local Search Ranking Factors 2026; AI Overviews prevalence study 2025), Google (Business Profile documentation and Think with Google consumer research), Backlinko (2024 user behaviour study), First Page Sage (CTR report, 2025-2026), Local Falcon (AI Overviews whitepaper, April 2025), Seer Interactive (2025), SOCi (Local Visibility Index 2026), Reputation.com UK consumer research (2024), Smart Money People (2024) and YouGov UK. BrightLocal consumer surveys use US panels; UK figures are cited separately where available. Statistics older than 2024 are dated in the text. UK cost bands come from published UK agency pricing pages, cross-checked against our own SEO pricing research.
What to do next
Check your own baseline first: search your trade plus your town in a private browser window and see whether you appear in the map pack, then count your Google reviews against the top three. Our SEO pricing data shows what fixing it professionally costs, our AI Overviews research covers the search shift in detail, and the UK Marketing Cost Index puts local SEO alongside every other channel you could fund instead.
Common questions
How do people search for local businesses in 2026?
The map pack is the most resilient free channel, clicked by about 42%. AI Overviews appear on most informational local queries but only around 15% of trade-plus-town searches, where map packs still show over 90% of the time.
How important is a Google Business Profile for local ranking?
Google Business Profile signals carry roughly a third of local pack ranking weight, yet only 35% of small businesses have a profile, making it the biggest free lever most have not pulled.
What review rating do customers now expect?
The share who will only use a business rated 4.5 stars or higher nearly doubled in a year, 74% ignore reviews older than three months, and 89% expect businesses to reply to reviews.
