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Welcome back to What Matters This Week.
Last week, we covered Google’s first official GEO guide and our research revealing 90% of AI brand mentions come from third-party sources. This week we have proof of concept. A single platform earning 3.4x more AI citations than every competitor combined in its category.
AI Rewards Category Authority. Our Data on Yelp Citations Proves It.
Here’s the TL;DR
- We partnered with AirOps to analyze over 28 million AI responses in Q4 2025. Yelp earned 3.4x more local discovery citations than the next competitor.
- On Google AI Mode, Yelp captured 72.5% of all local discovery citations. On Perplexity, 62.1%. Between September and November 2025, Yelp’s citation volume grew 19x while the total AI citation market grew roughly 3x.
- 91 to 97% of Yelp’s citations come from category queries like “best plumber in Austin,” not brand searches like “is [plumbing company] legit.” AI is rewarding category authority. Brand recognition alone barely registers.
What’s happening
Ross and the AI visibility experts at AirOps tracked citations from 28.5 million AI-generated answers to local business queries across ChatGPT, Gemini, Perplexity, and Google AI Mode. We compared six local discovery platforms head-to-head: Yelp, BBB, Angi, Thumbtack, HomeAdvisor, and Nextdoor.
Yelp’s 512,680 citations exceeded BBB and Angi combined. The next-closest platform was 3.4x behind.
The total figure is impressive, but the growth trajectory is even more shocking: Yelp’s citation share grew 19x in two months while the overall AI citation market grew 3x.
Whatever AI models are looking for when they decide who to cite, Yelp is increasingly the answer.
Why it matters
The “trusted source” pattern appears in every vertical, not just local ones.
Our take: Yelp wins at local because AI models keep returning to platforms with structured data, real reviews, and verified human signals. Our Hidden Selection Phase report shows the same dynamic playing out across B2B SaaS verticals.
- YouTube dominates Productivity Tool citations.
- LinkedIn dominates in Sales & Revenue citations.
- Reddit dominates citations across several verticals.
The most influential platforms change by category, but the underlying pattern doesn’t. AI models concentrate citations on a small number of trusted third-party sources.
Category authority drives citations, not brand recognition.
If your AI visibility strategy is built around branded search (“what is [your company],” “is [your company] legit”), you’re optimizing for the smallest slice of the pie.
91 to 97% of Yelp citations come from unbranded category-level queries. Brand-name queries account for 3 to 9%, and they produce roughly half the citation density of category queries. The action happens at the category level, before buyers know your name, while they’re still deciding who deserves consideration.
A similar dynamic played out in our Hidden Selection Phase research. When B2B buyers search categories without naming brands, only 2% of citations point to brand-owned content. In 90% of responses, no brand-owned source appears at all. AI is building the shortlist from third-party sources, and most B2B brands aren’t on those sources.
What to do about it
- Run unbranded category prompts through the major AI platforms. Pick 20 to 30 questions your buyers ask before they know your name. “Best [category] for [use case].” “Top [solution type] for [company size].” Note which third-party sources show up repeatedly. That’s where your category authority lives.
- Identify the questions that matter, and win them. The multiplier math applies to B2B. Identify the high-intent category questions buyers ask AI about your space. Audit your presence on the platforms AI cites for those questions. Invest there before publishing another blog post that competes for the same low-volume long-tail keywords.
- Treat third-party review sites like primary marketing assets. The Yelp businesses winning AI citations have complete profiles, recent reviews, photos, and accurate categorization. The B2B equivalent is your G2 profile, your Reddit footprint, your LinkedIn presence, your YouTube channel.
Want to learn more about how a single platform can shape AI messaging across industries? Read the full report: How Yelp Became the Most-Trusted Source for Local AI Search.
📺 What You Need to Know About RoGEO
Speaking of the new measurement reality, Ross just published a video breaking down the metrics that actually matter now that LLMs are eating into clicks.
This is how you measure your RoGEO — Return on Generative Engine Optimization.
In the video, Ross walks through the five-metric scorecard he’s pushing every B2B marketing team to adopt:
- AI citation rate across 200+ category prompts
- Citation share versus your top competitors
- Mention rate velocity from Reddit, LinkedIn, G2, and other trusted third-party sources
- AI referral conversion to MQL or sales-accepted lead
- Total pipeline attributed to AI sources
If this week’s Yelp data made you ask, “how would I even measure this for my category,” the method is in the video below 👇:
[The New Scorecard for RoGEO →]
Go Deeper on AI Citation Strategy
→ The Hidden Selection Phase Report: The 14x Gap Between Branded and Unbranded AI Citations — Our research with AirOps on how 50 B2B brands appear in AI responses across five major platforms over 60 days. The data behind the category-over-brand finding in this issue. [Foundation Labs x AirOps]
→ Top 10 Most-Cited Domains in AI Search (30M Sources) — Tomek Rudzki’s breakdown from Peec AI on the platforms LLMs cite most often across five major AI products. Useful context for identifying the third-party properties that matter in your category. [Peec AI]
→ Over 55% of Enterprise Buyers Ask AI First. Is Your Brand On the Shortlist? — Why category authority matters more than brand recognition in AI search. Covers the sensemaking vs. evaluation distinction, the 6sense finding that 95% of buyers purchase from their Day One shortlist, and why AI is now the layer that decides who gets considered before evaluation even starts. The strategic context for everything in this issue. [Foundation Lab]
That’s it for this week.
If something landed, tell us. If something felt off, tell us that too. Reply to this email or DM me on LinkedIn.
Have a great weekend,
Ethan Crump
