Why ChatGPT Might Be Citing Your Competitor Right Now — Even If Their Page Doesn't Rank on Google
Most local business owners still think about search the way they did five years ago: pick a keyword, write a page, hope it ranks. That model is breaking.
When someone types a question into ChatGPT or Google's AI Overview, the AI doesn't run one search — it runs five, ten, sometimes more. It quietly breaks your question into sub-questions you never typed, pulls pages that answer those sub-questions, and stitches together an answer. Your business gets recommended (or doesn't) based on whether your content answers those hidden queries — not whether you rank for the obvious one. This is what's reshaping local SEO for service-based businesses in 2026.
TL;DR
ChatGPT Search uses a process called fan-out: it expands one user question into dozens of hidden sub-queries, then cites pages that answer those sub-intents. According to Search Engine Land, 89.6% of ChatGPT prompts trigger multiple follow-up searches, and 32.9% of cited pages came only from fan-out queries — meaning the cited business never ranked for the original question. For local businesses, this changes everything: visibility now depends on how deeply you cover related intents, not how well you rank for one keyword.
What Is A Fan-Out Query, In Plain English?
A fan-out query is a hidden search that an AI model runs on its own — without you ever typing it — to better understand what you actually want.
Here's a real example. A small business owner types into ChatGPT: "What's the best CRM for small agencies?" Before answering, ChatGPT silently runs searches like:
- agency CRM comparison
- CRM for 20–50 employee teams
- easiest CRM for onboarding
- affordable CRM with automation
- agency workflow software reviews
The AI then reads pages from those five (or fifteen) hidden searches, picks the most useful sources, and builds an answer that cites five businesses. The user sees one polished response. The cited businesses get the lead. The businesses that only optimized for "best CRM for small agencies" get nothing — even if they technically rank #1 on Google for that exact phrase.
For 12 years, SEO meant winning one keyword at a time. That model is dead. Today, you can be invisible on Google for the obvious phrase and still get cited by ChatGPT because your page happens to answer a sub-question the AI ran in the background. The agencies winning AI visibility right now stopped writing for keywords two years ago — they're writing for clusters of related intent.
— Danielle Birriel, Founder, D&D SEO Services
What Does The Data Actually Say About Fan-Out Searches?
A recent analysis by Search Engine Land of 15,000 real ChatGPT prompts revealed how much hidden activity sits behind a single user question — and it's far more than most business owners realize.
| Metric | What It Means For Your Business |
|---|---|
| 89.6% of prompts triggered multiple follow-up searches | Almost every ChatGPT question spawns hidden queries — single-keyword optimization is no longer enough |
| 15,000 prompts expanded into 43,233 hidden queries | Roughly 3× expansion per prompt — your "one keyword" is competing against dozens of hidden ones |
| 32.9% of cited pages came only from fan-out searches | One out of every three cited businesses never ranked for the user's original question |
| Most fan-out queries have zero traditional search volume | These hidden queries don't show up in keyword research tools — you can't "target" them the old way |
Source: Search Engine Land — analysis of 15,000 ChatGPT Search prompts.
cited pages in ChatGPT Search never ranked for the original query at all
The last line of the table is the one most local business owners miss. The queries the AI runs in the background often don't exist in Semrush, Ahrefs, or Search Console. They're generated on the fly by the model. Which means the old playbook — pick a high-volume keyword, write a page, get the click — doesn't apply anymore.
Why This Matters For Local Businesses, Not Just Tech Companies
Most articles about fan-out search use SaaS examples like CRMs and project management tools. That hides how directly this affects every Fort Myers roofer, Naples med spa, and Tampa law firm.
Here's the same fan-out behavior on a local query: "Who should I call for a roof leak in Fort Myers?"
ChatGPT silently runs sub-queries like:
- emergency roof repair Fort Myers
- best-rated roofing contractors Lee County
- roof leak signs to look for
- how much does emergency roof repair cost in Florida
- licensed roofer Fort Myers insurance claim
The roofer who only optimized their homepage for "Fort Myers roofing" might be invisible in this answer. The roofer who built deep content around emergency repair, leak diagnosis, insurance claims, and licensed installation — across multiple pages and a thoughtful blog — gets cited.
I've seen this happen on dozens of client sites. A business owner spends three years optimizing their homepage for one phrase, ranks beautifully on Google, and then watches their lead volume flatline because ChatGPT is sending all the new questions to a competitor who happened to write a 1,200-word page on "what to do after a roof leak." The competitor never ranked for the big phrase. They didn't need to.
— Danielle Birriel, Founder, D&D SEO Services
What's The Shift From Keyword SEO To Intent-Cluster SEO?
The old SEO question was: "Can Google find my page?"
The new question is: "Can AI select and cite my content during synthesis?"
That's a fundamentally different bar. Ranking is now the entry ticket. Citation is the real game. To get cited, your content has to be discoverable for the hidden sub-questions, structured so the AI can extract a clean answer, and trustworthy enough that the model decides to use you instead of a competitor.
Keyword-First SEO (The Old Way)
- Pick one high-volume keyword per page
- Optimize titles and metas around it
- Build links to push that page up the rankings
- Win the blue link — and the click
- Measure success by ranking position
Intent-Cluster SEO (The New Way)
- Map the full intent cluster around each service
- Cover related sub-questions deeply across pages
- Structure content so AI can extract pieces (headings, lists, tables)
- Build entity authority so the model trusts your brand
- Win the citation — even when you don't win the click
How Do You Actually Win AI Visibility For Your Business?
Five things move the needle in our experience working with 100+ businesses on AI search optimization. None of them are mysterious — but together they separate the businesses getting cited from the ones still chasing one keyword.
1. Cover Adjacent Intents Deeply
Stop writing one page per keyword. For every service you offer, ask: what are the five questions a buyer asks before they pick up the phone? Then write content that answers each of them — on your service page, on cluster blog posts, and in your FAQs. The more sub-intents you cover, the more fan-out queries you intercept.
2. Structure Content For Extraction
AI models pull from clean, scannable content. Use clear H2 questions, answer-first paragraphs (the answer in the first 60 words), tables for comparisons, and short lists for steps. If your content is one giant wall of text, the model skips you. Structure for LLM visibility is now a non-negotiable.
3. Answer Comparisons And Follow-Up Questions
When someone is researching a service, they want to compare options, understand the differences, and weigh trade-offs. Pages that include comparison content — "X vs Y," "when to choose A over B," "what to look for" — get cited disproportionately often because they help the AI answer the user's deeper question.
4. Build Entity Authority
AI doesn't just rank pages — it ranks entities. That means your business name, your authors, your reviews, your citations, and your topical authority all need to align. A roofer who shows up consistently across Google Business Profile, BBB, local directories, and industry sites looks more like a trustworthy entity than a roofer with only a homepage.
5. Create Citation-Friendly Content
Add unique stats, original insights, named sources, and evidence. Generic "10 tips" posts that paraphrase what's already out there don't get cited. Content that introduces a fact, a data point, or a perspective the AI can't find elsewhere does. This is why we recommend tracking your AI Visibility Score alongside traditional rankings.
The clients we're seeing real AI traction with — citations in ChatGPT, mentions in Google's AI Overview, Gemini referrals — all share one trait: they stopped optimizing one page at a time and started building topical depth around their core services. They look like authorities on a subject, not contestants for a keyword.
— Danielle Birriel, Founder, D&D SEO Services
How Can A Local Business Start Adapting Today?
You don't have to rewrite your entire site. You need to make three moves, in order.
Audit One Service Page And Its Supporting Cluster
Pick your most important service. List the five to ten questions a buyer actually asks before booking. Check whether your site answers each of them — somewhere, not necessarily on the same page. Most businesses discover they cover one or two questions and ignore the rest. That gap is exactly where competitors are intercepting your fan-out citations.
Fill The Gaps With Intent-Cluster Content
Write a short, focused page or blog post for each unanswered question. Use question-based headings, answer the question in the first paragraph, and link back to your main service page. You're not chasing search volume — you're chasing inclusion in the AI's hidden query set. A 900-word page that nails one sub-intent will out-cite a 3,000-word page that tries to cover everything.
Track AI Visibility, Not Just Rankings
Traditional rank tracking doesn't show you what ChatGPT or Google's AI Overview is doing. Tools like Semrush AI Visibility Score, GSC's AI search reports, and direct ChatGPT testing reveal where you're already being cited — and where you're being skipped. Learn how the AI Visibility Score works and use it to baseline your current standing before you start changing content.
Fan-Out Queries & AI Visibility: FAQ
1. What is a fan-out query?
A fan-out query is a hidden search an AI model runs on its own — without the user typing it — to better understand the user's full intent before generating an answer. ChatGPT, Google's AI Overview, and Gemini all use this technique to gather information from multiple angles before synthesizing one response.
2. How is fan-out search different from regular search?
Regular search takes your exact words and returns matching pages. Fan-out search expands your question into multiple related sub-questions, runs each of them in the background, and uses the combined results to build a single answer that may cite five or more sources — including some that don't rank for your original query at all.
3. Can I see what fan-out queries the AI is running?
Not directly — they happen inside the model and aren't shown to the user. You can infer them by asking the AI to "show me what you searched" (sometimes works), by studying the citations it returns, and by mapping the topical cluster around your main keyword to predict the sub-intents the AI is likely to expand into.
4. Does ranking on Google still matter?
Yes — Google ranking is still the entry ticket. Pages that rank well are more likely to be pulled into fan-out results. The change is that ranking is no longer enough. You also need to be structurally suited for AI extraction and topically deep enough to match sub-intents the user never typed.
5. Why are most fan-out queries "zero search volume"?
Because the AI generates them on the fly based on context — they're not queries humans type frequently. That means traditional keyword tools won't show them. You have to cover them by going deep on intent and topical authority, not by chasing search volume in Ahrefs or Semrush.
6. How do I get my local business cited by ChatGPT?
Build deep content around your core services, cover related questions (comparisons, costs, what to look for, when to call), structure your pages for extraction (clear headings, answer-first paragraphs, FAQs), and build entity authority across Google Business Profile and other trust signals. Citations follow topical depth and structural clarity.
7. How long does it take to see results in AI search?
In our experience, three to six months for noticeable citation activity once intent-cluster content is in place — faster if the business already has Google ranking authority, slower for newer sites. AI visibility compounds: once you're cited a few times, you start showing up more often across related queries.
8. Is this just for big companies, or can a small local business compete?
Small local businesses often have an advantage. AI loves clear, specific, localized content — and small businesses can build that faster than big national brands. Several of our Fort Myers and Naples clients are getting cited in ChatGPT and Google AI Overview alongside national brands ten times their size.
Find Out Where Your Business Stands In AI Search
Most business owners have no idea how often they're being cited — or skipped — in ChatGPT, Google AI Overview, and Gemini. We'll run an AI visibility check on your business and show you exactly which intent clusters you own, which ones competitors own, and what to do about it.
The Strategist Behind D&D SEO Services
I’m Danielle Birriel, founder of D&D SEO Services. For over 12 years, I’ve been helping local service businesses—from plumbers and HVAC companies to medspas, dentists, and in-home care providers—outrank competitors, attract more qualified leads, and turn online searches into paying customers.
I’m not here to sell you “SEO in a box.” I’m here to solve real problems local business owners face every day:
- You’re buried on Google while competitors dominate the top spots.
- Your phone isn’t ringing enough despite having great services.
- Your Google Business Profile isn’t optimized and isn’t bringing in leads.
- You’ve been burned by agencies promising results but delivering cookie-cutter strategies.
- You don’t know if your marketing is actually working because you’re not getting transparent reporting.
I built D&D SEO Services to change that.
