How Does Perplexity Choose Which Local Businesses to Recommend?

Where does Perplexity get local business information?

From three kinds of source:

• Its own search index. Perplexity says its index covers hundreds of billions of web pages, gathered by its crawler, PerplexityBot. Your website, directory listings and articles about you reach Perplexity this way.
• Partner data. In March 2024, Perplexity began integrating Yelp's maps, reviews and other details into answers about local places, and it said it would not use Yelp's data to train models. In 2025 it added Tripadvisor content for travel and OpenTable for restaurant bookings, drawing on OpenTable's roughly 60,000 restaurant partners.
• Pages fetched on request. When a user asks about a specific page, Perplexity-User fetches it; Perplexity says this fetcher generally ignores robots.txt because a person asked.

One detail matters: Yelp's robots.txt blocks PerplexityBot from its business pages, so Yelp information most likely reaches Perplexity through the licensed integration rather than ordinary crawling. A thin or outdated Yelp profile therefore travels straight into Perplexity's answers. More on Perplexity's index is in whether Perplexity has its own search index.

How does it pick which businesses to name?

Perplexity has not published its ranking method, but its answers show a consistent pattern. It favours businesses that:

1. Match the exact request, including qualifiers such as "same day", "for seniors", "wedding dress" or "open Sunday".
2. Are clearly in the area, with an address or service area its sources agree on.
3. Have evidence of quality, usually reviews and ratings on Yelp and other directories, or mentions in local guides and articles.
4. Are described consistently across sources, so the answer can be stated with confidence.

A business can be excellent and still lose if none of its sources states the qualifier the user asked for. Why answers get business details wrong is covered in why Perplexity fails to recognise a business.

How do you find out why a competitor was recommended?

Ask Perplexity the question your customers ask, in the way they ask it, and open the sources panel. For each competitor it names, note which pages it cited: their website, a Yelp page, a directory, a local "best of" article. Then compare your presence on those same sources. The gap is usually obvious. A competitor has a page titled for the exact service, forty reviews mentioning it, or a place on the local guide Perplexity keeps citing. Repeat the question a few times and with small variations, since answers vary.

Why does Perplexity recommend competing home care agencies instead of ours?

Home care questions are specific and high-stakes: "home care agency for dementia near Leeds", "live-in carer that accepts council funding". Perplexity tends to name agencies whose sources state the type of care, the areas covered, regulation and funding, and that have reviews from families. Common gaps:

• Services not spelled out. A website that says "quality care at home" instead of listing dementia care, live-in care, respite and overnight care.
• Regulation not visible. Registration and inspection ratings, where they apply, should be on your site and in directories.
• Funding unclear. Whether you accept private payment, local authority funding or insurance, stated plainly.
• Few family reviews on the directories and review sites Perplexity cites for care queries.
• Service area vague. Towns and postcodes listed in text.

Why is Perplexity recommending a gym instead of my personal training business?

Often because the gym's sources say "personal training" more clearly and more often than yours. Gyms have large Yelp profiles, many reviews and pages listing personal training as a service. Independent trainers frequently have a one-page site and a social media profile. To compete:

• Use the right category on Yelp and other listings, such as personal trainer, not gym.
• Publish a page for each service, such as one-to-one training, home visits, online coaching or post-injury training, with prices and location.
• State credentials and specialisms, such as certifications, experience with older adults or pre- and post-natal clients.
• Ask every client for an honest review in their own words on Google or another platform that allows review requests. Do not ask for Yelp reviews, since Yelp forbids soliciting them; keep the Yelp profile complete and reply to the reviews you get.
• List on booking platforms clients use in your area, where your availability and reviews appear.

Many personal training searches are really about a need, like "trainer for back pain" or "trainer who comes to my home". A gym rarely matches those, so pages that do can win.

Why does Perplexity recommend another dry cleaner instead of my shop?

Dry cleaning questions usually carry a qualifier: "wedding dress cleaning", "same-day dry cleaning", "leather jacket cleaning", "eco-friendly dry cleaner". Perplexity names shops whose Yelp profiles, reviews or websites mention those services. Check that your listing and website state each specialist service, turnaround times, pickup and delivery, opening hours and any cleaning method you promote, such as wet cleaning. Reviews that mention specific items, like a wedding dress or a suede jacket, help, but ask every customer for an honest review in their own words rather than suggesting what to write.

What should any local business do?

1. Allow PerplexityBot in robots.txt and your firewall, so your website is in Perplexity's index.
2. Complete your Yelp profile: categories, services, hours, photos and responses to reviews, since Yelp data flows into Perplexity.
3. Make your website specific: a page per service, areas served in text, prices where possible, and credentials.
4. Get onto the sources Perplexity cites for your category and town, such as local guides and trade directories.
5. Keep facts consistent across your website, Yelp, Google Business Profile and directories.
6. Recheck monthly with the same questions and note which sources appear.

The broader picture of where AI local answers come from is in how local businesses can use GEO.

What might this look like in practice?

Consider an illustrative home care agency, Stavmere Care, in a mid-sized city. Perplexity's answers to "dementia home care near me" named three rivals and cited two care directories, a local council page and one rival's website. Stavmere's site mentioned dementia once, on its homepage. The agency added a dementia care page describing its training, visit lengths, areas served and funding options; updated its directory profiles with the same details; and asked families for honest reviews. Two months later, Perplexity began citing Stavmere's new page, and it appeared among the recommended agencies for dementia care questions.

What do people ask about Perplexity local recommendations?

Does Perplexity use Yelp?

Yes. Perplexity has integrated Yelp's maps, reviews and business details into local recommendations since 2024.

Does Perplexity use Google Maps?

Perplexity has not announced a Google Maps data partnership. It uses its own index, partner data such as Yelp, and pages it retrieves.

Can I see why Perplexity chose a business?

Yes, partly. Every answer lists its sources, which show the pages it relied on.

Does blocking PerplexityBot hurt local visibility?

Yes. Perplexity says it will not index the text of sites that disallow PerplexityBot, though it may still keep the domain, headline and a brief summary, so your own pages stop supporting its answers and directories describe you instead.