AI Visibility
for local business
How AI search actually works — and what you can do about it.
Why Perplexity Shows Your Fixes First (And Claude Takes Six Weeks)
AI platforms have different retrieval architectures, and those architectures determine how quickly your fixes propagate. A platform-by-platform breakdown.
ChatGPT Doesn't Pull From Google. It Pulls From Bing.
87% of ChatGPT's cited sources overlap with Bing's top-10 results -- not Google's. Here's what our June 2026 research found and what to do about it.
Why Generic Schema Won't Help Your AI Citations
Two published studies on schema and AI citations appear to contradict each other. Here's what the data actually says — and what it means for SMBs starting from zero.
When Perplexity Doesn't Know Your Business Exists
Two audit findings, two failure modes. Both look like you're invisible on Perplexity -- but the causes are completely different and need completely different fixes.
Microsoft's New AI Citation Report: Useful, But Missing 80% of the Picture
Bing Webmaster Tools now shows which of your pages Copilot cites as grounding sources. It's the first free first-party AI citation data. Here's what it tells you -- and where it stops.
Your AEO Score Might Be Measuring the Wrong Thing
Three measurement gaps in standard AEO audits that produce misleading scores — what our 2026 research found, and what it means for your fix plan.
Why Claude Prefers Your Competitor's 2022 Article Over Your New Page
Claude's citation behavior is measurably different from ChatGPT and Perplexity: it skews toward older, premium sources and penalizes poorly-structured paragraphs. Here's the data.
Google SEO No Longer Predicts AI Citations
A May 2026 study of 680 million citations found the overlap between Google top rankings and AI-cited pages has fallen from 70% to under 20%. Here's the data -- and what's driving the split.
Your ChatGPT Fix Doesn't Help Perplexity: The 11% Problem
Only 11% of domains cited by ChatGPT also appear in Perplexity's citation pool for the same queries. Here's what our research shows about why -- and how to close each gap separately.
The AI Search Category Trap: When Zero Means the Wrong Race
A 0.0 Category Authority score often isn't a failure -- it's a measurement against the wrong competitors. Three audits confirmed the pattern.
ChatGPT Started Linking to Brands in Its Answers. What Gets You the Link.
On May 7, ChatGPT began inserting organic links to brand homepages in 29% of business mentions. The prerequisite is getting mentioned at all.
ChatGPT Now Links to Businesses in Answers. Who Gets the Link?
On May 7, ChatGPT started inserting clickable links to business sites inside its answers. Referral traffic jumped 157%. Here's who benefits and why.
Why Relevant Businesses Don't Appear in AI Answers
Academic research from 2026 found 43% of topically relevant pages get no AI citations -- not because they're irrelevant, but because of three distinct failure modes.
The AI Citation Bias That No Schema Fix Can Change
We audited AI platforms against each other and found a recommendation bias baked into model training. Here's what it means for your business.
AI Is Crawling Your Site. That's Not Why You Get Recommended.
AI bot traffic to small business websites grew 4x from January to April 2026. Most of those businesses still aren't getting cited. Crawling and citation are separate pipeline stages.
Google AI Mode Is Not the AI Search You've Been Optimizing For
Google AI Mode uses different signals than ChatGPT, Perplexity, or Gemini. Our May 2026 research found 13.7% URL overlap between AI Mode and AI Overviews. Your AI score may miss it entirely.
43% of Relevant Pages Get Zero AI Citations. Generic Fixes Miss the Point.
A March 2026 paper put a number on the AI citation problem: 43% of relevant pages get zero citations. Targeted diagnosis produced 40% better results than generic content rewriting.
The First Controlled Schema Study: What It Means for AI Visibility
Ahrefs tracked 1,885 pages that added schema markup. AI citation rates barely moved. Here's what the data actually says — and what drives citations instead.
68% of AI Citations Go to 15 Websites. The Other 32% Is Where You Compete.
The AI citation landscape is more concentrated than you think. Understanding the concentration tells you exactly where small businesses can actually win.
Two Ways Your AI Visibility Fix Plan Fails Before It Starts
Not every AI visibility fix fails because the recommendations are wrong. We found two structural problems that make fixes useless -- or actively harmful -- before they're implemented.
Which Directories Triple Your AI Citation Rate
An SE Ranking primary study found domains on G2, Trustpilot, and Yelp cite at 3x higher rates on ChatGPT. But Perplexity reads those same directories differently.
AI Gets Business Facts Wrong 5-20% of the Time. SMBs Are More Exposed.
Enterprise AI accuracy research puts the factual error rate at 5-20%. Small businesses with thin entity signals are almost certainly doing worse -- and rarely know it.
We Checked the Source on the Most-Cited AEO Statistics
The '85%' AI freshness figure everyone quotes is 79%. The '3.7x original research' claim has no primary study. We traced them back so you don't have to.
Why Content Freshness Matters More on Perplexity Than ChatGPT
For Perplexity, content age is a primary citation signal. For ChatGPT, it barely matters. Getting this backwards means fixing the wrong platform.
Ranking #1 on Google Used to Predict AI Citations. Now It Barely Does.
Seven months ago, 76% of pages cited in Google AI results also ranked in the top 10. Now it's 38%. The mechanism behind this shift changes how AI visibility actually works.
Why Your AI Visibility Score Doesn't Tell You What to Fix
The AEO industry has built great tools for tracking AI visibility trends. What most don't do: diagnose why you're invisible or what specifically to change.
What Perplexity Reads When It Recommends a Business
We analyzed 102 actual Perplexity source URLs from a live audit. Here's what Perplexity reads for category queries -- and it's not your website.
AI Recognizes Your Brand. That's Not the Same as Recommending You.
Brand queries and category queries are two separate AI visibility problems. Most businesses have only solved the first one -- often without realizing the second one exists.
ChatGPT Trusts Directories. Gemini Trusts Your Site.
ChatGPT pulls half its citations from third-party directories. Gemini pulls half from brand-owned sites. One fix won't work across all three -- here's what each platform actually trusts.
YouTube Overtook Reddit for AI Citations. What Local Businesses Should Do.
Reddit lost 86% of its AI citations after the 2025 lawsuit. YouTube stepped in -- and the data about which videos get cited will change how you think about the platform.
The Content Fix That Peer-Reviewed Research Actually Backs
Most AEO advice runs on vendor figures no one can trace. Princeton's peer-reviewed research found one content intervention that consistently moves the needle for AI visibility.
How to Optimize Your About Page for AI Citations
Most businesses write their About page for humans. AI models read it as an entity verification document. Here's how to make it work for both.
When AI Gives Your Business Three Different Identities
Entity fragmentation is when AI models produce contradictory descriptions of your business depending on how they're asked. Here's what causes it and how to fix it.
What AI Search Means for Canadian Small Businesses
If you run a small business in Burlington, Hamilton, or Toronto, AI is already deciding whether to recommend you. Most Canadian SMBs have no idea what it's saying. Here's why, and what to do about it.
Why AI Still Won't Cite Your Business (After Fixing the Basics)
You've added schema, cleaned up your directories, and claimed your GBP. AI still won't recommend you. Here's what's actually going on.
AI Visibility for Accountants and Financial Advisors
When someone asks AI to recommend an accountant, trust signals matter as much as keywords. Here's how financial pros get cited — most aren't.
What To Do When AI Gets Your Business Wrong
AI models sometimes cite the wrong address, hours, or description for your business. Here's why it happens and how to correct the record.
AI Visibility for Real Estate Agents
Buyers and sellers are starting their agent search with AI. Real estate is one of the toughest visibility categories, and most agents are set up wrong.
How to Write an llms.txt File: Step-by-Step Guide
An llms.txt file gives AI models a direct brief on your business. Here's exactly what to write in each section — with real examples.
How AI Search Differs From Google for Local Businesses
Google ranks your website. AI search decides whether to name you. For local businesses, that's a completely different game — and most aren't playing it yet.
Structured Data Types That Improve AI Citations
LocalBusiness schema is just the foundation. These five additional schema types are what push businesses from mentioned to regularly cited by AI models.
AI Visibility for E-Commerce Businesses
E-commerce sites face a different AI visibility challenge than local businesses. Here's what drives product citations across ChatGPT, Perplexity, and Gemini.
How to Get Cited by Claude and Gemini
Claude and Gemini pull from different data sources than Perplexity or ChatGPT. Tactics don't fully carry over — here's what each actually needs.
AI Visibility for Law Firms and Legal Services
Legal queries are among the most common things people ask AI. Here's why most law firm websites get skipped — and what to fix to start getting cited.
AI Visibility for Restaurants and Food Service Businesses
Diners are asking AI chatbots where to eat. If your restaurant isn't cited, you're losing reservations before anyone ever finds your menu.
AI Visibility for Dentists and Healthcare Providers
Patients are asking AI chatbots to recommend dentists and doctors. Healthcare is harder to get cited in — but the fixes are structural, not expensive.
AI Visibility for Contractors and Home Service Businesses
Homeowners are asking AI chatbots to recommend contractors. If your business isn't cited, you're losing jobs before a phone ever rings. Here's how to fix that.
The Role of Backlinks in AI Search Visibility
Backlinks still matter for AI visibility — but not the way they matter for Google. The signal AI models care about isn't link juice. It's corroboration.
How to Audit Your Own AI Search Visibility
You can run a basic AI visibility audit yourself in under an hour. Here's exactly how to do it — and how to interpret what you find.
What Happens When You Block GPTBot
Blocking GPTBot in robots.txt is a common mistake that silently removes businesses from ChatGPT recommendations. Here's what it does and when it matters.
Schema Markup Mistakes That Kill AI Visibility
Most valid schema still fails AI models. Here's the specific implementation mistakes we see most often in Signal Check audits — and how to fix them.
Why Directory Listings Matter for AI Recommendations
AI models use directory listings as corroborating evidence. Inconsistent or incomplete profiles are a top reason businesses score low in audits.
Why Your Google Reviews Affect AI Recommendations
Google reviews do more than build social proof — AI models read them to understand what your business does, where you do it, and whether to recommend you.
The Difference Between an AI Mention and an AI Citation
Being mentioned by an AI and being cited by one are not the same thing. Here's what separates them, why it matters, and how to move from one to the other.
What Is Answer Engine Optimization (AEO)?
AEO is the practice of getting your business cited in AI-generated answers — not just ranked in search results. Here's what it means and how it works.
How Perplexity Decides Which Businesses to Cite
Perplexity runs a live web search on every query — no training lag, no cached knowledge. That changes how you get cited, and improvements can show up in days.
How Your Google Business Profile Affects AI Recommendations
Your Google Business Profile isn't just for Google — it's one of the primary sources AI models use when deciding whether to recommend your business.
How to Write Service Pages That AI Models Actually Cite
Most service pages are written for humans who already decided to hire someone. AI models need something different — here's how to get cited.
What Is AI Search Visibility — And Why Your Score Matters
When someone asks ChatGPT for a dentist in your city, it doesn't search Google. It pulls from what it knows — and most local businesses aren't there.
How ChatGPT Decides Which Businesses to Recommend
ChatGPT doesn't rank websites. It synthesizes from training data and retrieval — and recommends the businesses that left the clearest signal.
The llms.txt File: The Fastest Win for AI Visibility
llms.txt is a plain text file you drop at your domain root telling AI models what your business does, who you serve, and how to describe you.
Why Your Competitor Shows Up in AI Answers (And You Don't)
When a Signal Check finds a competitor cited instead of our client, there's almost always a clear structural reason — rarely about who's better.
LocalBusiness Schema: What AI Engines Actually Read
Schema markup is structured data that tells search engines, AI models, and knowledge graph crawlers what your business is and what it does.
A Burlington Designer Scored 3.2/10 — Here's Exactly What We Found
Carson Teal is a Burlington designer with a clean portfolio site, good word of mouth, and a near-zero AI visibility score. Here's what we found.