The Lighthouse

Get recommended when customers ask AI

Plain-English guides on showing up when your customers ask ChatGPT, Gemini, Claude, Perplexity, and Google AI who to hire. New here? Start with AI visibility for local business, a good first read on what it means for a local business.

More guides

Dental Practice AI Visibility dashboard showing 89 percent of healthcare searches with an AI Overview and 34 percent of adults asking AI about health

AI Search and SEO for Local Dentists

Do they take my insurance, can they see me today, what will it cost, and what do other patients say? Those are the questions patients now put to AI assistants, and this field guide shows where on your site and Business Profile each answer has to live.

Will Colachis
Will ColachisOct 23, 202611 min read
Local SEO
A dashboard sorting the sources AI assistants cited for one plumbing company, company websites ahead of directories and Yelp near the bottom

Do Directory Listings Affect AI Visibility? What 2026 Research Shows

We sorted the 1,634 citations behind one plumber's AI answers and read every 2025 and 2026 study on listings. A few directories matter per assistant, the long tail doesn't, and a complete listing still isn't a recommendation.

Saihajpreet Singh
Saihajpreet SinghOct 22, 202612 min read
Local SEO
A dashboard comparing monthly AI visibility tool cost for 25 clients, with per-domain billing far above a flat plan

How AI Visibility Tools Charge Agencies, Per Client vs. Flat Pricing in 2026

AI visibility tools bill agencies in one of three ways, per client, per question, or one flat fee. Here's what each one costs at 5, 10, and 25 clients, with 2026 vendor pages as the source.

Will Colachis
Will ColachisOct 21, 20268 min read
For Agencies
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Why Does ChatGPT Have Outdated Information About Your Business?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
An example tracker scorecard passing four of five criteria, with the named rate climbing week by week

How to Evaluate AI Visibility Tracking Tools in 2026

A single AI answer is a coin flip, so a tracker's number is only as good as how it was collected. Five questions to ask any vendor, the 2026 studies behind each, and a scorecard you can fill in during a trial.

Will Colachis
Will ColachisOct 14, 202610 min read
Guides
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
A fix list panel showing 24 open recommendations, an AI visibility score of 13, and a business named in 2 of 39 AI answers

How to Use ChatGPT to Find What to Fix for AI Visibility

A heating and air company with thousands of Google reviews was named in 2 of 39 AI answers last month. Here's how four plain questions to an AI assistant turned its tracking data into 24 sorted fixes, and how to ask them in ChatGPT.

Saihajpreet Singh
Saihajpreet SinghOct 12, 20269 min read
Guides
An AI visibility audit report showing an overall score of 70 out of 100 with six category scores and sixteen findings

How to Resell AI Visibility Audits to Your Clients

The scan behind an AI visibility audit adds little cost per client, and the readout can sell for a real fee. Here's how to price it, scope it, and pitch it, shown on a real site that scored 70 out of 100.

Will Colachis
Will ColachisOct 9, 202610 min read
For Agencies
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
A multi-client AI visibility roll-up with three client rows, named in 79.7 percent, 54.7 percent, and 0.8 percent of answers over 30 days

How to Track AI Visibility for Multiple Clients in One Dashboard

Five steps to track every client's AI visibility from one account, with one roll-up you sort each week. Includes a prompt template, the six columns to watch, and a real three-client example.

Will Colachis
Will ColachisOct 7, 20267 min read
For Agencies
A tracker panel showing 475 of 2,095 AI answers named a rival and not the business, with Gemini carrying most of the losses

How to Tell If AI Recommends Your Local Competitors

Twelve AI answers to one question named 24 different rivals, and the owner tracked four of them. Here's how to find out which competitors the assistants are sending your customers to, and what to do once you know.

Will Colachis
Will ColachisOct 6, 20269 min read
Guides
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
The Lighthouse Local dashboard with the mentions-over-time chart, mentions, citations, and source links plotted as separate series

What Shipped in Lighthouse Local in September 2026

Everything that shipped in September. Your AI assistant can now work from your dashboard, AI Answers shows mentions and citations separately, totals count only the days we checked, and a few things for white-label partners.

Saihajpreet Singh
Saihajpreet SinghOct 1, 20264 min read
Product Updates
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 panel titled AI Search Visibility showing 4,199 impressions, 81 clicks, and a 28-day trend line

How to Set Up an AI Search Visibility Dashboard

An AI search visibility dashboard is four feeds on one page. Two connect live, two you log each Monday. Here's the build, with our own site's Search Console numbers as the worked example, and these five questions to ask it every week.

Saihajpreet Singh
Saihajpreet SinghSep 30, 202611 min read
Guides
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 white-label client dashboard on an agency subdomain showing an AI visibility score of 31, named in 2 of 39 answers, and 12 competitor wins

White-Label AI Visibility Tracking for Agencies, How It Works

Yes, any agency can offer AI visibility tracking under its own brand. See the four setup steps, what a client sees, and real numbers from an agency running five clients from one dashboard.

Will Colachis
Will ColachisSep 28, 20267 min read
For Agencies
A real Claude chat reading Lighthouse Local data, with the daily AI visibility score for lighthouselocal.ai flipping between 16 and 0 over 30 days

Lighthouse Local Now Has an MCP Server

Connect Lighthouse Local to the assistant you already use and ask what AI says about your business, which questions skip you, and what to fix first. Read-only, your normal login, about five minutes to set up.

Saihajpreet Singh
Saihajpreet SinghSep 27, 20263 min read
Product Updates
A dashboard titled Press Release Link Check showing zero authority passed, links tagged nofollow, and 47 of 250 releases cited by AI

Do Press Release Backlinks Pass Authority?

No. Google names press release links in its spam policy, and the wire services tag them nofollow before Google ever sees them. Here's what a release still does for a local business, what AI assistants do with wire copy, and when it's worth the money.

Will Colachis
Will ColachisSep 25, 20269 min read
Local SEO
A dashboard titled Internal Link Audit showing 40 pages crawled, 2 clicks maximum depth, 0 orphans, and 6 posts with no in-article links

Internal Linking for Local SEO in 2026, Tested on Our Own Site

We crawled our own site before writing this. Every page was two clicks from home, and six of our 25 blog posts still had no article linking to them. Here's the link map, anchor text, and thirty-minute audit that fix the same gap on a local business site.

Will Colachis
Will ColachisSep 24, 202610 min read
Local SEO
A dashboard titled Pharmacy AI Visibility showing 32 percent of US adults asked an AI chatbot about health and 18,960 independent pharmacies

AI Search and SEO for Local Pharmacies

More than 2,000 pharmacies closed in 2025, and the patients they left behind are asking Google and AI assistants where to go next. This field guide covers the local SEO and AI search work that gets an independent pharmacy found, trusted, and named.

Will Colachis
Will ColachisSep 23, 202611 min read
Local SEO
A dashboard titled Typed Judgments with tiles for Choice, Noul, and Score above a bar chart of probabilities across six business scopes

How to Use TypeSafe's Jev Model

A URL slug convinced our audit that a national software firm was a neighborhood shop. We handed the question to Jev, TypeSafe's new judgment model, and wrote down everything we learned about questions, thresholds, fallbacks, and limits.

Saihajpreet Singh
Saihajpreet SinghSep 22, 202612 min read
Guides
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
A tracker panel for Bluebird Heating and Air showing 27 of 40 AI answers accurate, with 6 stale, 3 wrong, and 4 not naming the business

What Does AI Say About Your Business?

Ask an assistant about your business and you get a set of claims, some wrong, some stale. Here's an eight-prompt audit to pull them out, a sheet to trace each one to its source, and the fixes that stick.

Will Colachis
Will ColachisSep 17, 20269 min read
Guides
A mobile performance audit panel showing a median score of 56 across five runs that ranged from 38 to 76, with LCP 5.3 seconds and layout shift 0.31

How to Improve Website Performance With AI

Your site is slow for its own reasons, and a generic list won't find them. Here's how to run Lighthouse in Chrome DevTools, read the report, and hand the real results to AI, round by round, until the score stops moving.

Saihajpreet Singh
Saihajpreet SinghSep 16, 202611 min read
Guides
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 branded AI visibility audit results page for a roofing company showing six category scores and a captured lead

What Is a White-Label AI Audit?

Follow one roofing company through a white-label AI audit, from a cold email to a scored report to a lead in your inbox, and see where the audit stops and the tracker starts.

Will Colachis
Will ColachisSep 9, 202610 min read
For Agencies
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
An AI visibility scorecard showing a 35 percent mention rate, a rising twelve-week trend, and tiles for share of voice, citations, and accuracy

How to Track Your Brand's Visibility in AI Search

Ask an assistant the same question twice and you can get two different businesses. Here's how to track your brand's AI visibility as a rate instead of a snapshot, with four metrics and a scorecard.

Will Colachis
Will ColachisSep 7, 20269 min read
Guides
A sitemap health dashboard for Ridgeline Roofing showing fourteen URLs discovered, twelve indexed, zero errors, and a Success status

What Is an XML Sitemap, and Does It Help SEO?

An XML sitemap is the page list you hand search engines. Here's what Google reads in it, what it ignores, whether a local business site needs one, and how to check yours in two minutes.

Saihajpreet Singh
Saihajpreet SinghSep 4, 20269 min read
Guides
A white-label agency dashboard listing client sites with their AI visibility scores and a monthly report ready to share

12 AI Visibility Tracking Tools for Agencies in 2026

Agencies don't need the tracker with the most engines. They need one a client can see under the agency's brand, at a price that still leaves a margin. Twelve tools, five axes, one table.

Will Colachis
Will ColachisSep 3, 202611 min read
For Agencies
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 dashboard panel tracking a 4.8 rating, 214 reviews, verified hours, and rising AI mentions, the profile signals AI assistants read

Do You Need a Google Business Profile for AI Visibility?

Every major assistant reads Google Business Profile data somewhere in its answers, even ChatGPT. Here's what your profile feeds them, and what to do if Google won't let you have one.

Will Colachis
Will ColachisSep 1, 20266 min read
Local SEO
A page speed card comparing a slow 2.4 MB page loading in 6.1 seconds against a fast 0.9 MB version loading in 1.8 seconds

How to Speed Up Your Slow Website

Most slow sites are slow for the same few reasons, and images top the list. Here's how to speed up your website in order of impact, the biggest wins first, and how to hand the whole list to AI.

Will Colachis
Will ColachisAug 30, 20268 min read
Guides
A dark card showing a 4.9 star rating with 213 reviews beside a snippet of AggregateRating JSON-LD code

AggregateRating Schema for Local SEO

AggregateRating is the schema that puts your star rating in code machines can read. Here's how it works, the reason your own stars often won't show in Google search, and how to write one that holds up.

Saihajpreet Singh
Saihajpreet SinghAug 30, 20267 min read
Local SEO
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
A website performance dashboard showing a 92 score with speed metrics like Total Blocking Time and Largest Contentful Paint, trending up

Core Web Vitals in Plain English

Someone told you your site "fails Core Web Vitals" and it sounded like a foreign language. Here's what LCP, INP, and CLS actually mean, how to measure them in Chrome, and how to fix them with AI.

Saihajpreet Singh
Saihajpreet SinghAug 27, 20268 min read
Guides
A Structured Data dashboard showing a LocalBusiness entity marked valid, with green checks on its detected name, address, phone, hours, and rating

What Is Local Schema Markup, and How Do You Add It?

A few lines of code can tell Google and AI exactly what your business is, where it works, and when it's open, no guessing required. Here's how local schema markup works, and how to add it in one sitting.

Saihajpreet Singh
Saihajpreet SinghAug 26, 20267 min read
Local SEO
A browser at lighthouselocal.ai/llms.txt showing the short markdown file, a heading, a one-line summary, and a Pages list, marked readable by AI

What Is llms.txt, and Do You Need One?

More AI models read your site before they recommend anyone. An llms.txt file hands them a clean summary instead of your raw code. Here's what it is, whether you need one, and where it goes.

Saihajpreet Singh
Saihajpreet SinghAug 26, 20266 min read
Guides
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
The Lighthouse Local dashboard showing a business's AI visibility score

How to Check If AI Recommends Your Business

Your customers are asking AI for a business like yours. Here's a simple way to check whether the major assistants name you, read the answers like an auditor, and turn it into a habit.

Will Colachis
Will ColachisAug 19, 20266 min read
Guides
The Lighthouse Local dashboard showing off-site reputation across reviews and profiles

How Reviews Shape AI Recommendations

The assistants that recommend businesses lean heavily on your reviews, how many, how recent, how good, and what they say. Here's how reviews feed AI recommendations, and how to make yours work harder.

Saihajpreet Singh
Saihajpreet SinghAug 12, 20266 min read
Local SEO
A white-label Lighthouse Local dashboard for agencies and their clients

How to Become an AI Visibility Agency

AI answers are where more of your clients get found or filtered out. For agencies, that's a new service line that extends the local SEO work you already do. Here's how to package, price, and report on it.

Will Colachis
Will ColachisAug 5, 20267 min read
For Agencies
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.