--- title: "GEO Agency in Madison, WI: Get Named by AI" description: "We asked ChatGPT, Gemini and Perplexity 12 Madison questions. 73% of named businesses appeared in one assistant only. See the data and how to get named." url: https://www.llmreach.ai/locations/madison updated: 2026-10-28 publisher: LLMReach, a US-based SEO and GEO agency --- > LLMReach is a US-based SEO and GEO agency that gets brands ranked in Google and cited by ChatGPT, Claude, Perplexity and Gemini. Madison, WI # GEO Agency in Madison: Get Named When Buyers Ask AI. We asked ChatGPT, Gemini and Perplexity what Madison buyers ask. Most businesses got named by one assistant only. See the answers, then get named. [Free AI Audit](https://www.llmreach.ai/locations/madison#book) The problem ## Each assistant tells a different story * Real estate: **"who is the best real estate agent in Madison, Wisconsin for first-time buyers?"**. 16 different businesses were named, and not one appeared in all three assistants. * Lawyers: **"best divorce lawyer in Madison, Wisconsin for a high-asset divorce"**. 14 different firms were named. No firm showed up in all three answers. * Cars: **"best place to lease a car in Madison, Wisconsin"**. 15 dealers and lenders were named. None was named by all three assistants. * Hospitals: **"best hospital in Madison, Wisconsin for heart surgery"**. Only 3 names came up, so a spot in the answer is scarce and valuable. Across 36 answers, 125 businesses were named. 91 of them appeared in only one assistant. Being named by one is luck. Being named by all three is a plan. Our own results ## We do this for our own brand first. Gemini - Named "best agency for getting cited in LLMs" 2 September 2026 ChatGPT - Named "agency that gets you cited in AI models" 1 August 2026 ChatGPT - Named "best agency for getting cited in LLMs" 2 September 2026 AI answers vary by platform and moment, so these show the method working on those days, not a promise of identical answers. [See all results](https://www.llmreach.ai/#proof) Real AI answers in Madison, WI ## Same question, three different answers. We asked ChatGPT, Gemini and Perplexity 12 questions people in Madison, WI ask about local businesses. Here is what each one answered to the same question, word for word. 73% of the 125 Madison, WI businesses in their answers were named by only one of the three assistants. Only 11 (9%) were named by all three. Counted across our 12 Madison, WI questions, one question at a time. Question asked "best brunch spot in Madison, Wisconsin" Madison, WI - 28 October 2026 * ChatGPT gpt-6 Named 1. 1. Marigold Kitchen also named by Perplexity 2. 2. Bassett Street Brunch Club also named by Gemini and Perplexity 3. 3. Sardine also named by Gemini and Perplexity 4. 4. Monty's Blue Plate Diner also named by Perplexity 5. 5. Ogden's North Street Diner also named by Gemini Sources cited * [visitmadison.com](https://www.visitmadison.com/blog/stories/post/best-brunch-spots-weekend-getaway/) * [tripadvisor.com](https://www.tripadvisor.com/Restaurants-g60859-zfp10606-Madison%5FWisconsin.html) * [yelp.com](https://www.yelp.com/biz/sardine-madison?adjust%5Fcreative=openai) * [topbrunchspots.com](https://topbrunchspots.com/best-brunch-madison/) * Gemini 3.5 Flash-Lite Named 1. 1. Bassett Street Brunch Club also named by ChatGPT and Perplexity 2. 2. Sardine also named by ChatGPT and Perplexity 3. 3. Mint Mark 4. 4. La Brioche 5. 5. The Curve Dairy Bar 6. 6. Mickies Dairy Bar 7. 7. Ogdens North Street Diner also named by ChatGPT Sources cited * [visitmadison.com](https://www.visitmadison.com/restaurants/breakfast-and-brunch/) * [brunchclubmadison.com](https://www.brunchclubmadison.com/) * [primeurbanproperties.com](https://primeurbanproperties.com/10-best-brunches-madison-wisconsin/) * [anotherbrokenegg.com](https://www.anotherbrokenegg.com/) * [reddit.com](https://www.reddit.com/r/madisonwi/comments/1kp2dcr/brunch%5Frecommendations/) * Perplexity sonar Named 1. 1. Sardine also named by ChatGPT and Gemini 2. 2. Marigold Kitchen also named by ChatGPT 3. 3. Bassett Street Brunch Club also named by ChatGPT and Gemini 4. 4. Short Stack Eatery 5. 5. Monty's Blue Plate Diner also named by ChatGPT Sources cited * [visitmadison.com](https://www.visitmadison.com/blog/stories/post/best-brunch-spots-weekend-getaway/) * [travelwisconsin.com](https://www.travelwisconsin.com/food-drink/restaurants/bassett-street-brunch-club) * [madisoneatsfoodtours.com](https://madisoneatsfoodtours.com/9-great-brunch-spots-in-madison-wi/) * [tripadvisor.com](https://www.tripadvisor.com/Restaurants-g60859-zfp10606-Madison%5FWisconsin.html) * [reddit.com](https://www.reddit.com/r/madisonwi/comments/1ao3ztq/places%5Fto%5Fhave%5Fbrunch/) * [postcard.inc](https://www.postcard.inc/@postcardnews/l/XBpmjq86DGj/best-brunch-in-madison-2025) ChatGPT (gpt-6), Gemini (3.5 Flash-Lite) and Perplexity (sonar), asked from the US in English on 28 October 2026\. Names appear as each assistant gave them, in its order; we do not rank or endorse them. Sources ## The sites AI cites for Madison, WI businesses. The sites the three assistants cited most across all 36 answers about Madison, WI businesses: the pages AI reads before it names one. Most cited 1. google.com **cited in 6 of** 36 answers * ChatGPT 2. wisc.edu [Languages](https://continuingeducation.wisc.edu/languages/ "Languages") **cited in 5 of** 36 answers * ChatGPT * Gemini * Perplexity 3. yelp.com Directory [Sardine](https://www.yelp.com/biz/sardine-madison?adjust%5Fcreative=openai "Sardine") **cited in 4 of** 36 answers * ChatGPT Also cited 1. beinspiredsalon.com [Salon website](https://www.beinspiredsalon.com/ "Salon website") **cited in 3 of** 36 answers * ChatGPT * Gemini * Perplexity 2. devacurl.com [Curl Bound Salon](https://www.devacurl.com/locations/us/wisconsin/madison/curl-bound-salon "Curl Bound Salon") **cited in 3 of** 36 answers * ChatGPT * Gemini * Perplexity 3. dhamadison.com [Amjad Nazzal, DDS, MDS | Periodontist](https://www.dhamadison.com/dentists/dr-amjad-nazzal/ "Amjad Nazzal, DDS, MDS | Periodontist") **cited in 3 of** 36 answers * ChatGPT * Gemini * Perplexity 4. insuranceopedia.com [Cheapest Renters Insurance In Madison, WI: From $6/mo (2026 Rates)](https://www.insuranceopedia.com/renters-insurance/best-cheap-renters-insurance-madison-wi "Cheapest Renters Insurance In Madison, WI: From $6/mo (2026 Rates)") **cited in 3 of** 36 answers * ChatGPT * Gemini * Perplexity 5. reddit.com Forum [Brunch recommendations?: r/madisonwi - Reddit](https://www.reddit.com/r/madisonwi/comments/1kp2dcr/brunch%5Frecommendations/ "Brunch recommendations?: r/madisonwi - Reddit") **cited in 3 of** 36 answers * ChatGPT * Gemini * Perplexity 6. tripadvisor.com Review site [THE BEST Brunch in Madison (UPDATED 2026)](https://www.tripadvisor.com/Restaurants-g60859-zfp10606-Madison%5FWisconsin.html "THE BEST Brunch in Madison (UPDATED 2026)") **cited in 3 of** 36 answers * ChatGPT * Perplexity 7. usnews.com [UW Health University Hospital in Madison, WI - Rankings & Ratings](https://health.usnews.com/best-hospitals/area/wi/university-of-wisconsin-hospital-and-clinics-6450820 "UW Health University Hospital in Madison, WI - Rankings & Ratings") **cited in 3 of** 36 answers * Perplexity Measured on 28 October 2026\. Each site counts once per answer; subdomains count with their site. 12 questions, Madison, WI ## 12 questions Madison buyers ask, answered * ### Cars "best place to lease a car in Madison, Wisconsin": 15 names across the three assistants, none named by all three. * ### Dentists "best periodontist in Madison, Wisconsin for gum disease treatment": 8 names across the three assistants, 1 named by all three. * ### Education "best language school in Madison, Wisconsin for adults": 11 names across the three assistants, 1 named by all three. * ### Finance "best wealth management firm in Madison, Wisconsin for a family with $5 million": 13 names across the three assistants, 1 named by all three. * ### Food and drink "best brunch spot in Madison, Wisconsin": 10 names across the three assistants, 2 named by all three. * ### Health care "best hospital in Madison, Wisconsin for heart surgery": 3 names across the three assistants, 1 named by all three. * ### Home services "best house cleaning service in Madison, Wisconsin for a deep clean": 10 names across the three assistants, 1 named by all three. * ### Travel "best boutique hotel in Madison, Wisconsin for a weekend trip": 7 names across the three assistants, 1 named by all three. * ### Insurance "cheapest renters insurance in Madison, Wisconsin": 10 names across the three assistants, 1 named by all three. * ### Lawyers "best divorce lawyer in Madison, Wisconsin for a high-asset divorce": 14 names across the three assistants, none named by all three. * ### Local services "best hair salon in Madison, Wisconsin for curly hair": 8 names across the three assistants, 2 named by all three. * ### Real estate "who is the best real estate agent in Madison, Wisconsin for first-time buyers?": 16 names across the three assistants, none named by all three. What's included ## What you get from LLMReach A clear plan to earn citations in AI answers, with a written guarantee. * A Free AI Audit on the questions your buyers ask * Prompt research for your Madison market * Technical fixes that help AI assistants read your site * Answer-first pages that assistants can quote * Reddit and community research for local mentions * Citation tracking against your own baseline * A minimum 30% increase in AI citations within 90 days [Get your free AI audit](https://www.llmreach.ai/locations/madison#book) How it works ## How we work: The Citation Stack, five steps 1. ### Prompt and keyword research We map the real questions your Madison buyers ask AI assistants, so we know where you need to be named. [Explore AI Prompt Research](https://www.llmreach.ai/services/ai-prompt-research) 2. ### Technical optimization We fix the technical issues that keep assistants from reading, trusting and citing your site. [Explore Technical GEO](https://www.llmreach.ai/services/technical-geo) 3. ### Content We write answer-first pages that give assistants a clear, quotable answer. You approve every page. [Explore AI Content Optimization](https://www.llmreach.ai/services/ai-content-optimization) 4. ### Reddit authority We research the Reddit threads and community sources that assistants lean on, then plan how you show up there. [Explore Reddit Marketing](https://www.llmreach.ai/services/reddit-marketing-agency) 5. ### Visibility tracking We track your citations against your own baseline, so you see what moved and why. [Explore AI Visibility Tracking](https://www.llmreach.ai/services/ai-visibility-tracking) You approve every page. We do the rest: about an hour a week from you. [See all our AI visibility services](https://www.llmreach.ai/services) Who this is for ## Is this right for your business? Not for you If any of these sound like you. * You want a quick trick with no real work * You expect a number one ranking promise * You will not review the pages we write * You need results in a week For you If this sounds like you. * You sell a local service in the Madison area * Your buyers research before they call * You can give us about an hour a week * You want results measured against a baseline [Book your free audit](https://www.llmreach.ai/locations/madison#book) * We work best with owners who want to be named when Madison buyers ask AI for advice. FAQ ## Questions Madison owners ask us ### What is AI search optimization in Madison, WI? It is the work of getting your business named when people ask ChatGPT, Gemini, Perplexity, Claude or Google AI Overviews for local advice. We make your site and your sources easy for assistants to trust and cite. ### How is AI SEO different from regular SEO? Regular SEO aims for a spot in a list of links. AI SEO aims to get your business named inside the answer itself. The signals overlap, but the content and sources that win are different. ### What is generative engine optimization in Madison, WI? Generative engine optimization is another name for AI search work. It covers how generative assistants pick which Madison businesses to name, and what you can change so they pick yours. ### What do AI SEO services in Madison, WI include? We run prompt research, fix technical issues, write answer-first pages, research Reddit and community sources, and track your citations. You approve every page before it goes live. ### Why do ChatGPT, Gemini and Perplexity name different businesses? Each assistant uses different sources and weighs them differently. In our Madison test, 73% of named businesses appeared in only one assistant. That gap is where a prepared business can win. ### What results do you guarantee? A minimum 30% increase in total AI citations within 90 days, measured against your own baseline. If we miss it, we keep working at no charge until we hit it. ### How long does it take and what do you need from me? The minimum term is 90 days, then month to month. We need about an hour a week from you, mostly to review and approve pages. Start with the Free AI Audit. Free AI Audit ## Book your free AI audit You leave knowing where your business is missing from AI answers in Madison, WI, what is causing it, and which changes would matter first, whether we work together or not. What to expect 1. Audit Before the call, we run the questions buyers in Madison, WI ask through ChatGPT, Claude, Perplexity and Gemini. 2. Map On the call, we show you where competitors are cited and you are not, and what's causing it. 3. Decide An honest read on whether the Citation Stack fits. If it doesn't, you'll hear it on the call. Don't see a time that works? Email Karim directly: [contact@llmreach.ai](mailto:contact@llmreach.ai) --- Source: https://www.llmreach.ai/locations/madison Free AI audit: https://www.llmreach.ai/#book - Our research: https://www.llmreach.ai/research - AI search statistics: https://www.llmreach.ai/ai-search-statistics