LLMs are scraping review platforms like Google Reviews, Yelp, Healthgrades, G2 and TripAdvisor to build search answers. Here’s what that means for your business — and exactly what you need to do about it.
Let’s be blunt: if your business doesn’t have a steady stream of fresh, authentic online reviews right now, you’re not just missing out on social proof. You’re effectively invisible to the AI tools that are rapidly reshaping how people find businesses, doctors, software, HVAC contractors, interior designers, travel destinations and just about everything else.
At Pineapple Digital, we’ve been obsessing over this shift since AI Overviews started reshaping Google search results. And here’s the thing that keeps coming up again and again in the data: AI doesn’t just read your website. It reads what everyone else says about you and where they say it matters enormously.
This post is your deep-dive into the review ecosystem that LLMs are mining for answers — which platforms they’re pulling from, which industries are most affected and what you can actually do about it. Grab your coffee. Let’s go.
The Big Picture: How LLMs are Mining Review Sites for Answers
When someone types ‘best pediatric dentist in Denver’ or ‘top HVAC company near me’ or ‘what’s the best physical security system design software’ into ChatGPT, Google’s AI Mode, Claude AI or Perplexity — those tools aren’t just searching your website. They’re crawling a vast ecosystem of third-party platforms to build their answers.
According to a Whitespark study from Q2 2025, AI Overviews were appearing in 68% of local searches and those overviews are drawing directly from third-party review platforms. Google’s own AI Mode actively scrapes content from Yelp, TripAdvisor, Google Business Profiles, Reddit and more to construct its responses.
And it’s not just Google. A Semrush analysis spanning August 2024 to June 2025 found that Perplexity — one of the fastest-growing AI search tools — shows heavy reliance on review platforms, with Yelp appearing in 5.8% of its citations and TripAdvisor at 4.1%. For B2B SaaS products, software review sites like G2 showed up at 6.7% of citations in ChatGPT and 4.0% in Perplexity. These aren’t small numbers.
“AI platforms are scraping, summarizing and citing review content. Review data can be scraped from a wide variety of platforms, including Google Business Profiles, Yelp, BBB, TrustPilot, Facebook and more.”
— Search Engine Land, 2025
Here’s the mechanism: AI tools use large language models trained on massive datasets that include review sites. When generating a real-time answer, they also perform retrieval — pulling live data from these platforms, summarizing sentiment, and assembling recommendations based on what they find. Your reviews, your ratings, your responses to reviews — it all becomes input data for the AI’s output.
Key data points you need to know:
- 68% of local searches now trigger an AI Overview, pulling from review platforms (Whitespark, Q2 2025).
- 3x higher chance of being cited by ChatGPT for brands with profiles on Trustpilot, G2, Capterra, Yelp and Site Jabber (SE Ranking, November 2025)
- 40% of all local business search queries show AI-generated content at the top of results (Local Falcon, April 2025)
- 6.5x more likely for brands to be cited through third-party sources than through their own domains (Yext Research, 2025).
- 86% of all Google My Business profile views come from category-based searches, not branded name searches (Birdeye, 2025).
Why AI Loves Review Sites (It’s Not Random)
There’s a reason LLMs keep going back to Google Reviews, Yelp, Healthgrades, G2, TripAdvisor and similar platforms. It comes down to three things: trust signals, structured data and volume.
1. Review Sites are Structured, Crawlable and Trustworthy
Review platforms are built to be machine-readable. Star ratings, review counts, dates, response data and categories. It’s all structured in ways that AI can parse and summarize quickly. They also have high domain authority, meaning AI tools weight them heavily when deciding what to believe about a business.
2. Peer Voices > Brand Voices (for AI)
LLMs are increasingly skeptical of what brands say about themselves. But when 200 different customers independently say your restaurant has slow service or 400 patients say your practice is thorough and compassionate? That’s signal. AI treats aggregated peer reviews as a far more reliable data source than your own website copy.
3. Volume + Recency = Confidence
AI systems reward both the volume and freshness of review data. A business with 12 reviews from 2022 gives an LLM very little to work with. A business with 340 reviews and responses including 30 from the past 90 days? That’s a rich, confident data source that AI can cite and summarize with authority.
According to the Whitespark 2026 Local Search Ranking Factors report, three of the top five AI search visibility factors are citation and entity-based signals. Translation: what other people say about you, across multiple platforms, now drives whether AI recommends you.
The bottom line: AI isn’t just pulling your star rating. It’s reading your reviews, summarizing sentiment, comparing you to competitors and making recommendations — often before a user ever visits your website. Your review ecosystem is now your front door.
Industry Breakdown: Who’s Most Affected (And Where AI Is Looking)
Not all industries are created equal in the eyes of AI search. Here’s a breakdown of a number of industries by what platforms matter most for each and why reviews in those spaces carry serious weight.
Let’s Get Specific: Industry Deep Dives
B2B SaaS
If you’re selling software to businesses or schools, G2 is your most critical review battleground. A Goodie analysis of 5.7 million AI citations between February and June 2025 found that G2 alone ranked in the top 3 most-cited domains across ChatGPT, Gemini, Claude and Perplexity for B2B SaaS queries — totaling 6,097 cross-platform citations in the top-10 rankings.
When a system integrator types “best security system design proposal software” or a school district administrator asks “top reading software platforms” into ChatGPT, AI is actively checking G2, Capterra and Trustpilot to build its recommendation. Brands with thin review profiles on these platforms simply don’t make the cut.
“If AI citations favor competitors or third-party reviews over your own assets, buyers can form decisions without ever seeing your product pages.” — Goodie AI Citation Study, 2025
Travel
TripAdvisor is one of the most-cited domains in Perplexity at 4.1%. It sounds small until you realize that means it’s appearing in tens of millions of AI-generated travel answers. When a user asks ChatGPT “what’s the best boutique hotel in the Catskills” or Gemini “where should I eat in Maui,” these tools are summarizing TripAdvisor and Google Reviews data directly.
For travel-related businesses, the implications are stark: AI doesn’t just read your website’s testimonials page. It reads every review your guests have left on every platform. A hotel with 800 TripAdvisor reviews will be described by AI in nuanced, confident detail. A property with 40 reviews will be mentioned briefly or not at all.
Healthcare
Healthcare is arguably the highest-stakes industry in this conversation. A Previsible report found that health and legal saw 2.9x AI penetration growth, among the fastest of any sector. And the trust bar is sky-high: nearly 75% of patients turn to online reviews as their first step when searching for a new physician or chiropractor (Healthgrades internal research).
ChatGPT has been directly observed pulling from Healthgrades, Zocdoc, Google Reviews and U.S. News & World Report rankings when recommending healthcare providers. For a practice or hospital, this means your Healthgrades profile isn’t just a directory listing; it’s a live data feed that AI is actively querying to decide whether to recommend you to someone’s next patient.
Healthgrades reports over 100 million annual visitors, making it one of the highest-authority healthcare citation sources available. Doctors with a 4.6-star rating across 150 reviews will typically rank higher than those with a perfect 5.0 across 6 reviews, both on Healthgrades itself and in AI-generated answers that pull from it. Your Healthgrades profile is your new front desk.
HVAC & Home Services
HVAC is a quintessential local-search industry. Local search is exactly where AI Overviews are gaining the most ground. According to Local Falcon’s 2025 whitepaper, Google AI Overviews appeared in 40% of local business queries as of April 2025. For a homeowner who’s just had their AC fail on a 95-degree day, that AI-generated overview might be the entire decision-making experience.
The Search Engine Journal’s 2025 analysis found that businesses with stale Google Business Profiles are becoming “invisible to AI-driven discovery entirely.” For HVAC companies, where trust and proximity are everything, maintaining an active stream of verified Google Reviews, combined with a fully optimized GMB listing, is no longer optional.
Interior Design
Interior designers have an interesting challenge: their work is highly visual and deeply personal, but AI discovery is increasingly text-based. Reviews that describe specific outcomes, such as “she helped us transform our 1970s ranch house into a modern farmhouse within our $80K budget”, give AI the semantic richness it needs to match your business to specific queries. Generic “great service!” reviews simply don’t provide enough signal for AI to accurately represent what you do.
Retail
For retail businesses — especially local ones — the Birdeye 2025 State of Google Business Profile report found that 86% of all GBP views came from category-based searches like “outdoor furniture store near me.” Combined with AI Overviews now appearing for roughly 40% of local queries, retail businesses without strong review ecosystems are fighting for visibility against competitors who have theirs locked down.
Nonprofits
Donors, grant-makers and volunteers are increasingly using AI to research organizations before giving time or money. While nonprofits may think they’re exempt from the review game, Google Reviews and Facebook recommendations are actively scraped to represent an organization’s community reputation. Pair that with profiles on Charity Navigator and GuideStar, which signal operational transparency and financial health, and you have a full trust ecosystem that AI can evaluate and cite.
Why This Actually Matters: The ‘Dark Visibility’ Problem
Here’s the thing that keeps us up at night (in a good, problem-solving kind of way): most businesses have no idea this is happening.
Onely’s 2025 analysis found that brands are 6.5 times more likely to be cited in AI responses through third-party sources than through their own domains. That means your SEO-optimized website is actually less influential in AI discovery than what other people are saying about you on platforms you don’t control.
And here’s where it gets weirder: a 2025 Yext Research analysis of 6.8 million AI citations found that 92% of Gemini answers provide no clickable citation. Your content might be shaping an AI’s recommendation without you ever seeing a click in your analytics. This is what researchers are calling ‘dark visibility’: your brand influences AI answers without generating any traceable traffic.
“Brands are 6.5 times more likely to be cited through third-party sources than their own domains. Your visibility in AI search may depend as much on your presence in directories and review sites as on your own content.” — Onely/Yext Research, 2025
The practical implication: if you’re not building your review ecosystem now, AI is either ignoring you or filling in the gaps with whatever limited information it can find, which may be incomplete, outdated or just plain wrong.
The Google Business Profile is Your AI Anchor Point
Of all the things you can do to improve your visibility in AI-driven search, optimizing your Google Business Profile (GBP) is the single most high-leverage move available. Full stop.
According to the Whitespark 2026 Local Search Ranking Factors report, three of the top five AI search visibility factors are citation and entity-based signals and your GBP is the cornerstone of all of them. The Search Engine Journal reported in early 2026 that businesses with stale GBP profiles aren’t just losing local pack spots; they’re “becoming invisible to AI-driven discovery entirely.”
Google’s AI Mode pulls from GBP signals including:
- Review recency and sentiment
- Photo freshness and update frequency
- Post activity and engagement
- Accurate hours, service descriptions and categories
- NAP (Name, Address, Phone) consistency across the web
A former Google director described it plainly in a 2025 Local SEO Tactics interview: “Your Google Business Profile is no longer just a digital listing. It is a dynamic, high-trust data source that directly impacts how your business appears in both search results and AI-generated answers.”
The Birdeye 2025 State of GBP report reinforced this: verified profiles with recent photos consistently receive more website visits, direction requests and calls. And Search Engine Land’s 2025 five-step GBP audit guide noted that review velocity (e.g., how many new reviews you’re earning per month) often outweighs total review count for local pack rankings.
What Pineapple Digital Recommends: Your Action Plan
Okay. You’ve seen the data. You understand the stakes. Here’s exactly what we’d tell every one of our clients to do, broken down by priority.
Priority 1: Audit and Optimize Your Google Business Profile (Now)
Treat your GBP like a mini-website that needs regular maintenance. This means:
- Complete every single field: hours, phone, website, services, products, attributes
- Upload new photos at least twice a month: real photos of real work, teams, and spaces
- Keep categories accurate and maximized (you have 10 slots so use all of them!)
- Respond to every review, positive and negative, within 48 hours: Google keeps score on this one
- Post articles, blog posts, updates, offers and announcements at least twice a month
- Ensure your NAP is consistent across every directory, your website and social profiles
Pro tip: Check your GBP for duplicate listings right now. Inconsistencies and duplicates can trigger instant suspension under Google’s tighter 2024–2025 verification standards.
Priority 2: Build a Systematic Review Generation Program
This is the one most businesses skip and it’s the one that matters most right now. You need a consistent, ongoing process for earning reviews from satisfied customers, clients and patients. Here’s how to think about it:
- Ask at the moment of peak satisfaction right after a great service call, treatment, project completion or software onboarding
- Make it easy: a direct link or QR code to your Google Review page, G2 profile or Healthgrades listing removes all friction
- Train your team: reviews don’t happen by accident — your staff needs to feel comfortable asking for them
- For healthcare clients: ensure all review requests are HIPAA-compliant and avoid any language that could imply conditional exchange
- Set a monthly goal for new reviews, track review velocity and be sure to respond ASAP
Priority 3: Claim and Optimize Your Industry-Specific Profiles
Beyond Google, you need to own your presence on the platforms AI actually cites for your industry. Based on the research above:
- B2B SaaS: Claim and actively manage your G2 and Capterra profiles. Respond to reviews. Ask happy customers to leave detailed, specific reviews about use cases.
- Travel: TripAdvisor is non-negotiable. Claim your profile, complete every section and build a steady flow of reviews. Also optimize Google Reviews for AI Overviews.
- Healthcare: Claim and complete your Healthgrades and Zocdoc profiles. Enable online scheduling where possible. Maintain a 20–30 review minimum per provider, with strong recency.
- HVAC & Home Services: Google Reviews are your primary battleground. Also claim Yelp, Angi and HomeAdvisor profiles. BBB accreditation adds a meaningful trust signal.
- Interior Design: Google Reviews plus Houzz. Encourage clients to describe specific projects because detailed reviews outperform generic ones for AI citation.
- Retail: Google Reviews, Facebook and Yelp. Maintain consistent business info across all platforms. For multi-location brands, each location needs its own optimized profile.
- Nonprofits: Google Reviews, Facebook recommendations and Charity Navigator/GuideStar profiles. Verified financial data and community reviews together create a powerful AI trust signal.
Priority 4: Respond to Reviews — Every Single One
AI doesn’t just read reviews. It reads your responses. A business that actively engages with its reviewers demonstrates operational credibility. It’s a critical signal that both Google and LLMs are trained to value. A business that ignores reviews, especially negative ones, raises red flags.
Responding to reviews also directly impacts your GBP ranking. According to Search Engine Land’s 2025 audit guide, consistent review engagement is one of the core dynamic signals that Google’s algorithm and AI Mode now factors into local visibility.
Priority 5: Think Beyond Your Website for Content Authority
A Stacker study from December 2025 found that distributing content to a wide range of publications can increase AI citations by up to 325% compared to only publishing on your own site. The implication is clear: your owned content needs to be accompanied by earned media (PR), such as mentions, features and citations from credible third-party sources in your industry. Think backlinks!
This doesn’t mean you need a PR firm — it means:
- Guest posts on industry publications
- Earning features in local news or trade media
- Contributing to industry forums and communities (Reddit, LinkedIn groups)
- Maintaining active and complete directory listings beyond just Google
Quick stat worth saving: Sites with profiles on platforms like Trustpilot, G2, Capterra, Sitejabber and Yelp have a 3x higher chance of being chosen by ChatGPT as a source, compared to sites without such presence. (SE Ranking, November 2025)
The Bottom Line: Your Reviews are AI’s Raw Material
Here’s the mindset shift we want you to leave with: every review your customer, patient, student or client leaves is now a piece of training and retrieval data for the AI tools that are increasingly mediating how people find businesses. Your review ecosystem isn’t just reputation management — it’s search infrastructure.
The playbook isn’t complicated. But it requires commitment, consistency and someone paying attention to it on your behalf.
That’s what we’re here for.
If you’re ready to audit your review ecosystem, build a systematic review generation program, optimize your GBP and ensure your brand shows up where AI is looking, we’d love to talk. Pineapple Digital works with SaaS companies, healthcare providers, travel brands, home services companies, retailers and nonprofits to build digital presence that performs in both traditional and AI-powered search.