BlogAI Visibility

AI Visibility

How ChatGPT, Gemini, Claude, Perplexity, and Google AI decide which businesses to recommend, and how to show up when your customers ask.

20 guides

A dashboard panel titled Where the Stale Fact Came From comparing a search-off answer with no sources to a search-on answer citing the business site

Why Does ChatGPT Have Outdated Information About Your Business?

ChatGPT can quote hours you changed last spring or a price you never charged, and each kind of stale fact has a different source behind it. We tested our own business with search off and on, then traced the four places an old fact hides and what corrects each one.

Saihajpreet Singh
Saihajpreet SinghOct 20, 202610 min read
AI Visibility
A dashboard comparing Google AI Overviews and AI Mode for one local search, showing five businesses named on each surface with four shared

Google AI Overviews vs. AI Mode, Explained for Local Businesses

One sits on top of the results, the other replaces them. We ran the same Boise plumber search both ways, then pulled the 2025 and 2026 research on how often each appears, what each cites, and where the click goes.

Saihajpreet Singh
Saihajpreet SinghOct 19, 20269 min read
AI Visibility
A dashboard panel titled Where ChatGPT Searches listing Bing data, the OpenAI index, and licensed partners, with no Google source

Does ChatGPT Use Google or Bing? What It Means for Local Businesses

ChatGPT doesn't run on Google. It searches Bing's data, an index OpenAI built with its own crawler, and licensed sources like Yelp, and the mix keeps shifting. A dated timeline, the overlap numbers, and what that changes for a local business.

Saihajpreet Singh
Saihajpreet SinghOct 16, 20269 min read
AI Visibility
Timeline for a new page published Monday 9 AM, first AI crawler at 14 minutes, AI Mode citations at day 7, ChatGPT citations at day 30

How Long Does It Take AI to Notice Website Changes in 2026?

The first AI crawler can reach a new page within minutes, and a month later ChatGPT may still not cite it. Here are the measured 2026 lags for each assistant, why they differ, and what shortens them.

Saihajpreet Singh
Saihajpreet SinghOct 15, 20269 min read
AI Visibility
A Gemini visibility panel for a Miami car wash showing a 6 percent named rate, 28 of 468 answers, and 224 citations of its site

How to Get Your Business Recommended by Gemini

Gemini draws local answers from Google's own map records, so the profile you may not have opened in a year has a lot to say about whether it names you. What it reads, six fixes in order, and a weekly test.

Saihajpreet Singh
Saihajpreet SinghOct 13, 20267 min read
AI Visibility
Dashboard panel showing a mobile car wash named in 0 of 31 AI answers to a plain car wash prompt and 21 of 27 once the prompt said mobile

Why AI Knows You but Doesn't Recommend You

In a 2026 study, six AI models never once suggested L.L.Bean to someone asking for a hiking jacket, then named it in nearly nine answers out of ten when researchers rewrote the prompt in the brand's own marketing language. Being known and being recommended are different things, and a three-prompt test shows which one you're missing.

Saihajpreet Singh
Saihajpreet SinghOct 8, 20269 min read
AI Visibility
Dashboard panel showing a business named in 3 percent of AI answers when its site was not read against 49 percent when it was

Why AI Names Your Competitor and Not You

When an assistant answers a customer without reading a page of yours, it names you about three times in a hundred. When it reads one, about half the time. A 2026 study of 35,000 answers found four gates between the question and your name, and here's how to tell which one you're failing.

Saihajpreet Singh
Saihajpreet SinghOct 5, 20269 min read
AI Visibility
A dashboard panel titled Shopping Answers showing a business named in 3 of 10 AI answers, with one tile per assistant

What AI Shopping Assistants Ask Before Recommending Your Business

Before an AI shopping assistant names a business, it asks five questions in a fixed order. We pulled them from what OpenAI, Google, and Amazon publish about their shopping features, then checked them against ten captured answers for one manufacturer we track. It was named three times, and every miss traces to a question it couldn't answer.

Will Colachis
Will ColachisOct 2, 202610 min read
AI Visibility
Tracker panel for a Miami boat repair shop showing 1,241 of 1,584 AI answers named it, with Gemini handing the most answers to rivals

Is AI Visibility Software a Must-Have in 2026, or Can You Wait a Year?

Must-have or defer? A decision framework for AI visibility software in 2026, with two real tracker histories, five questions that settle it, and how to wait without losing the year.

Saihajpreet Singh
Saihajpreet SinghOct 1, 202611 min read
AI Visibility
A dashboard for a Miami mobile car wash showing 55 percent of AI answers name it, with ChatGPT at 76 percent and Gemini at 6 percent

AI Visibility for Local Business, What It Is and How to Get It

AI visibility for a local business is the share of AI answers to local questions that name you. One Miami car wash gets named in three quarters of ChatGPT answers and six percent of Gemini's. Here's why the gap exists, where the names come from, and the six levers that close it.

Will Colachis
Will ColachisSep 29, 202611 min read
AI Visibility
A dashboard titled Ask Like a Stranger with a 52 percent AI local research stat and tiles reading memory off, city in prompt, three runs

Why AI Recommendations Differ by User

You asked ChatGPT about your own business and it named you. Or it didn't. Either way, your screen is the one that looks least like a customer's, because memory, location, and plain randomness bend every answer. Here's how to ask like a stranger.

Saihajpreet Singh
Saihajpreet SinghSep 21, 20269 min read
AI Visibility
Dashboard tagging AI answers as mentioned, not mentioned, or competitor won, with the questions a rival wins highlighted

Why the AI SEO Checklist Stops Working

You added the stats, the expert quote, and the FAQ. So did the three businesses AI names ahead of you. A 2026 study tested what happens when everyone runs the same playbook, and the answer is to read the competition before you rewrite a word.

Saihajpreet Singh
Saihajpreet SinghSep 18, 20269 min read
AI Visibility
Dashboard showing 77.6 percent of branded AI answers citing the brand site against 2.2 percent of cited links on category prompts

The Branded vs. Unbranded AI Visibility Gap

Ask an assistant about your business by name and it cites your site almost every time. Ask it who to call in your town and your site nearly vanishes. Here's why the two questions run differently, and what the businesses that get named anyway have in common.

Will Colachis
Will ColachisSep 15, 202610 min read
AI Visibility
Captured AI answers about Bluewater Pool Care on a dashboard, with a 41 percent mention rate, a rising trend, and tiles for cited and stored answers

How to Track What ChatGPT Says About Your Business

You can't see why an AI assistant picks one business over another. You can see every answer it gives. Here's how our tracker asks, stores, and reads what ChatGPT, Gemini, Claude, Perplexity, and Google AI say about you.

Saihajpreet Singh
Saihajpreet SinghSep 14, 20269 min read
AI Visibility
An Answer Sources dashboard showing 17 percent of AI-cited pages rank top 10 on Google, with tiles for fan-out searches and cited-page freshness

How AI Answer Engines Source Content vs. Traditional Search

Google ranks a page and sends a click. An AI answer engine fans out a dozen searches, reads passages, and cites a handful of sources, often without a link. Here's how each machine picks what it uses, with 2026 data.

Saihajpreet Singh
Saihajpreet SinghSep 11, 202610 min read
AI Visibility
Tracker dashboard for Ridgeline Auto Repair showing it named in four of ten AI answers, with per-assistant tiles for named and missing

10 AI Visibility Tools for Local Businesses in 2026

Ten AI visibility tools for local businesses, scored on five things a one-location business cares about. Free snapshots, trackers under $50, the band where coverage fills out, and the prompts to load on day one.

Will Colachis
Will ColachisSep 10, 202611 min read
AI Visibility
A dashboard showing AI referral visits converting 60 percent higher than other traffic, with visit volume trending upward over six weeks

How to Improve Brand Visibility in AI Search

AI answers already send buyers who convert better and spend more. Here's the 2026 research on how the assistants pick what to cite, a worked revenue calculation you can copy, and the order to fix things in.

Will Colachis
Will ColachisSep 8, 202611 min read
AI Visibility
A dashboard ranking the sources AI assistants cite when recommending local businesses, Google and Yelp far ahead of a short tail of directories

Where AI Gets Its Data About Your Local Business

Nearly 2 million logged citations show exactly where AI assistants pull local business facts from. The list is shorter than you'd guess, and you can claim every spot on it.

Saihajpreet Singh
Saihajpreet SinghSep 2, 202613 min read
AI Visibility
A dark Search Visibility dashboard with organic rankings on one side and AI answer results on the other, the business named on three assistants

SEO vs. AEO and Why You Need Both

Ranking on Google and getting recommended by AI are two different games. Here's the difference between SEO and AEO, why you can win one and lose the other, and how to cover both.

Will Colachis
Will ColachisAug 29, 20267 min read
AI Visibility
The Lighthouse Local dashboard showing where AI platforms mention a business

How to Get Your Business Recommended by AI

When a customer asks AI for a business like yours, only a few names come up. Here's how AI decides who to recommend, how to check where you stand, and what to fix to get named more often.

Saihajpreet Singh
Saihajpreet SinghAug 25, 20269 min read
AI Visibility
Your AI visibility

See where AI recommends you, and where it doesn't

Lighthouse Local tracks all five platforms, shows who's getting named instead of you, and turns every gap into a plain-English fix.