How to Build a Local Business Reputation That Gets You Shown in ChatGPT

If you’ve ever wondered why some local businesses get pulled into ChatGPT’s responses—and how your brand can be one of them—you’re not alone. At Whitespark, we’ve been digging into this question and have fresh data to share.

The Premise

When we asked ChatGPT why it highlighted certain businesses in local results, the first reason it gave was simple: reviews.

That makes sense when you consider the connections. Microsoft is a major investor in OpenAI, and ChatGPT taps into Bing’s data. While the chatbot can be a bit contradictory about whether it relies directly on Bing Places/Maps, research (like Joe Youngblood’s recent work) suggests that having a Bing Places listing and strong ratings across multiple review platforms can increase your odds of inclusion.

So, we set out to see which review sources Bing Places currently favors.

Side note: If you ask ChatGPT directly, it will tell you reviews matter. Just don’t take AI at its word without verifying—skepticism is always healthy.

Our Method

We pulled data across 17 local business categories in 9 major U.S. cities. That added up to 153 total queries. For each, we checked the first page of Bing Places results and logged which review sites were tied to those listings.

Which Review Sites Show Up Most?

Some platforms dominate far more than others. Here’s what stood out:

Top Review Sources in Bing Places (Overall Frequency Across Cities/Categories)

• Facebook: 716

• Yelp: 482

• Trip Advisor: 217

• Porch: 46

• Yellowpages.com: 33

• Angi: 18

• All others (Expertise, ZocDoc, Healthgrades, Cars.com, Houzz, etc.): single-digit mentions

Takeaway: Facebook leads by a mile, showing up 1.5x as often as Yelp. Yelp still has more than double the volume of Trip Advisor, which is next in line. Beyond that, most platforms barely register.

Category-Level Trends

The overall winners don’t tell the whole story. When you look by industry, different players matter. For example:

• Personal injury lawyers: Facebook and Yelp dominate, but Lawyers.com and Expertise make appearances.

• Dentists: Facebook first, followed by Yellowpages and Healthgrades.

• Plumbers: Facebook and Yelp are neck-and-neck, with Porch as a notable third.

• Yoga studios: Yelp edges Facebook, with Trip Advisor also showing up.

• Restaurants (bakeries, sushi): Trip Advisor suddenly jumps to the top.

• Garage door repair: Porch is the clear leader.

Takeaway: Your best review platform depends heavily on your category. Don’t just chase Yelp and Facebook—check which sites are actually surfacing for businesses like yours.

City-Level Trends

Location also changes the story.

Across Phoenix, Houston, Seattle, Denver, Chicago, New York, Miami, and Minneapolis, Facebook is the top review source. The only exception was Los Angeles, where Yelp held the crown.

Takeaway: Know your city’s review culture. What works in New York may not work in LA.

Overlooked Platforms Worth Considering

• TripAdvisor: Crucial for restaurants and hospitality.

• Porch & Angi: Show up in home services.

• Yellowpages.com: Still alive and kicking in certain categories.

These may not matter everywhere, but in the right vertical, they can be difference-makers.

But Wait—What About Google?

Here’s where things get interesting. Some SEOs argue that ChatGPT has shifted away from Bing and may be pulling from Google instead. Alexis Rylko has even claimed evidence that ChatGPT is sourcing from Google results.

We don’t see clear proof of that yet—but it’s a space to watch. If true, it would completely reshape local AI visibility.

For now, we recommend hedging your bets. Build reviews not just on Google, but also across Facebook, Yelp, and whichever secondary platforms Bing highlights for your niche.

A Quick Word of Caution

We can’t stress this enough: don’t take AI at its word about where it gets its data. We’ve seen ChatGPT generate maps, then deny it even showed a map when asked. That’s a reminder that AI is not an authoritative source on its own processes.

The Big Picture

• Facebook and Yelp dominate in Bing Places.

• Category leaders like TripAdvisor, Porch, or Yellowpages matter depending on your industry.

• Geography matters: Facebook leads most cities, but not all.

• Don’t ignore Bing—Microsoft’s OpenAI partnership has brought it back into relevance.

Action step: Audit your Bing Places listing. Check your competitors’ listings. See which review sites are powering visibility in your category and city, then focus efforts there.

If you’ve been ignoring Bing for a decade, now’s the time to dust off those listings and reboot your local reputation strategy.

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What Matters for Larger Companies (National / International SEO)

1. Entity Optimization (Not Just Listings)

For multi-location or global brands, the priority isn’t just a single Bing Places listing — it’s building a strong, consistent entity footprint across the web.

• Make sure your brand’s Knowledge Graph entity is well defined in Google and Bing.

• Use structured data (Organization, Product, FAQPage, Review, and Location schema) across all major web properties.

• Ensure consistent NAP (Name/Address/Phone) across directories, but also expand to industry-specific directories and global databases.

2. Review Diversification at Scale

Instead of chasing reviews on just Yelp or Facebook, enterprise brands should diversify across both global platforms and vertical leaders:

• Trustpilot, G2, Capterra, Glassdoor, SiteJabber, ConsumerAffairs (depending on industry) often surface in Bing/Google and feed LLMs.

• Global travel/restaurant brands should scale TripAdvisor, Booking.com, Expedia, Zomato reviews.

• B2B players should focus on Clutch, Gartner Peer Insights, or industry peer-review portals.

3. Content as Evidence

ChatGPT and other AI engines often “justify” their recommendations by citing content that signals authority. For a national brand:

• Build robust resource hubs, white papers, and guides tied to your core services/products.

• Ensure press releases, media mentions, and Wikipedia/Wikidata entries reinforce your entity.

• Publish FAQ-rich, authoritative content that answers the same queries users would ask AI (so you’re more likely to be cited).

4. E-E-A-T at Scale (Experience, Expertise, Authority, Trust)

• Leverage expert-driven content with bylines from recognized professionals in your industry.

• Highlight trust signals like certifications, awards, sustainability commitments, and compliance with global standards.

• AI models often pull “safe, trusted” brands to avoid recommending unknowns.

5. Brand Mentions and Link Graph

For international SEO, AI systems heavily weight brand mentions across high-authority publications.

• Think less about classic backlinks and more about entity co-citations: is your brand consistently associated with key terms in the AI’s training data?

• Aim for consistent media coverage across authoritative sources in different regions.

6. Monitor Emerging AI Search Engines

For larger brands, the question isn’t just “How do we show up in ChatGPT?” — it’s also about Perplexity, SearchGPT, Gemini, and other LLM-powered search engines.

• Each may source data differently (Google vs. Bing vs. third-party crawlers).

• Big brands need to monitor AI Overviews (Google), AI Mode (Bing), and SearchGPT rankings monthly to see where they appear.

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Takeaway for National / International Brands

• Local businesses win by diversifying reviews across Bing Places-friendly platforms.

• Big brands win by strengthening their entity footprint across the global web, ensuring AI can confidently recognize and recommend them.

👉 For large-scale companies, entity authority + trusted reviews + authoritative content are the real levers for showing up in ChatGPT answers and other AI-driven search results.

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Recommendations

If your goal is to show up as a recommended local business in ChatGPT, you need to think beyond just Google reviews.

Here’s what the data suggests you should focus on:

1. Audit your Bing Places listing. Make sure every location is claimed, accurate, and complete.

2. Double down on Facebook reviews. They’re the #1 most common review source across cities and categories.

3. Don’t neglect Yelp. It’s still the clear #2 and dominant in certain industries and geographies.

4. Identify your category’s niche platforms. For example, TripAdvisor for restaurants, Porch for home services, Yellowpages for dentists, etc.

5. Study your competitors. Look at which review platforms are linked to their Bing Places listings, and target those.

6. Keep watching the Google vs. Bing story. If ChatGPT shifts data sources, your strategy may need to pivot.

👉 Bottom line: Spread your reviews strategically across the platforms that actually show up in Bing Places results for your category and city. This diversification increases your odds of being surfaced in ChatGPT answers today — and keeps you prepared if sourcing changes tomorrow.

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Frequently Asked Questions (FAQ)

Q: Do Google reviews matter for ChatGPT visibility?
A: Indirectly, yes — Google reviews matter for local SEO overall. But in Bing Places, which ChatGPT currently leans on, Facebook and Yelp reviews show up more prominently.

Q: Should I prioritize Facebook or Yelp?
A: If you can only pick one, prioritize Facebook. But ideally, build both. Yelp remains critical in industries like restaurants, fitness, and auto repair.

Q: Are niche platforms worth it?
A: Absolutely — if they’re visible in Bing Places for your category. TripAdvisor, Porch, Yellowpages, and Angi are all strong in specific niches.

Q: Is ChatGPT using Google Business Profiles yet?
A: There’s speculation, but no confirmed evidence. For now, assume Bing Places is still the main influence, but keep watching industry updates.

Q: How many reviews do I need?
A: There’s no magic number, but consistency matters more than volume. Aim for steady, authentic review growth across the platforms that count most in your category.