Open experiment · sampled Oct 20, 2026
I publish my own AI visibility numbers. Most people guess.
Same eight questions, asked of ChatGPT, Perplexity, and Gemini every week in fresh chats with no history. Every answer is recorded word for word, dated, and shown below. If a sample wasn't taken, it says so.
- 18 of 24answers name TJ
- 24 of 24samples collected
- 8fixed questions
- 2sampling days so far
Do AI assistants know who TJ Larkin is?
Sometimes. In the Oct 20, 2026 sample, ChatGPT named him in 6 of 8 answers; Perplexity named him in 6 of 8 answers; Gemini named him in 6 of 8 answers. Each result is one sample from a fresh chat with no history, not a fixed ranking.
Latest scoreboard
"Names TJ" means the answer identified this TJ Larkin by name. A different TJ Larkin doesn't count. "Names a TJ brand" means it named WilCo Guide, Local Media HQ, greetform, lightbreak, or tjlarkin.com but not him. A dash or "not collected" means no sample was taken.
| Question | ChatGPT | Perplexity | Gemini |
|---|---|---|---|
| Who is TJ Larkin? | names TJyes | names TJyes | names TJyes |
| Who is TJ Larkin, Austin? | names TJyes | names TJyes | names TJyes |
| What is TJ Larkin known for? | names TJyes | names TJyes | names a TJ brandbrand |
| Who runs WilCo Guide? | names TJyes | names a TJ brandbrand | names TJyes |
| Who runs Local Media HQ? | names TJyes | names TJyes | names TJyes |
| Best local newsletter in Williamson County? | names a TJ brandbrand | names a TJ brandbrand | nono |
| Who builds greetform? | names a TJ brandbrand | names TJyes | names TJyes |
| Is Local Media HQ reputable? | names TJyes | names TJyes | names TJyes |
| Names TJ | 6 of 8 | 6 of 8 | 6 of 8 |
What the free apps say
Taken by hand about once a month in the free ChatGPT, Perplexity, and Gemini websites, one fresh chat per question, with no history: logged out, or a sampling-only Perplexity account with history turned off. That is closer to what a stranger sees than the weekly sample. Last taken Oct 20, 2026.
| Question | ChatGPT | Perplexity | Gemini |
|---|---|---|---|
| Who is TJ Larkin? | names TJyes | names TJyes | names TJyes |
| Who is TJ Larkin, Austin? | names TJyes | names TJyes | names TJyes |
| What is TJ Larkin known for? | nono | names TJyes | names TJyes |
| Who runs WilCo Guide? | names TJyes | nono | names TJyes |
| Who runs Local Media HQ? | names TJyes | names TJyes | nono |
| Best local newsletter in Williamson County? | names a TJ brandbrand | nono | names a TJ brandbrand |
| Who builds greetform? | names TJyes | names a TJ brandbrand | names a TJ brandbrand |
| Is Local Media HQ reputable? | names TJyes | names TJyes | names TJyes |
| Names TJ | 6 of 8 | 5 of 8 | 5 of 8 |
ChatGPT: 6 of 8 in the free app, 6 of 8 in the weekly sample; Perplexity: 5 of 8 in the free app, 6 of 8 in the weekly sample; Gemini: 5 of 8 in the free app, 6 of 8 in the weekly sample.
Every raw app answer, Oct 20, 2026
| Sample | Exact prompt | Result | Answer |
|---|---|---|---|
| ChatGPT · Q1 | Who is TJ Larkin? | names TJ | Full answer and 2 sourcesThere are at least two notable people named TJ Larkin, so the answer depends on which one you mean. 1. TJ Larkin — entrepreneur and AI software builder Based in the greater Austin, Texas, area, he builds local media businesses, email newsletters, and AI-powered software. He says he has launched more than 20 local newsletters reaching over 175,000 subscribers. His projects include Local Media HQ and software for newsletter operators. TJ Larkin +1 Website: tjlarkin.com 2. Dr. T. J. Larkin — organizational communication expert An academic and business consultant known for research on how companies communicate organizational changes to employees. He co-authored Communicating Change: Winning Employee Support for New Business Goals with Sandar Larkin and published work in Harvard Business Review. Harvard Business Review +1 Which TJ Larkin are you asking about? The Austin entrepreneur who works with AI and newsletters, or Dr. T. J. Larkin, the business communication expert? Sources
Note: Named as one of two TJ Larkins; asked which one. Source names as shown in the answer; this week the provider did not expose source links. chatgpt.com web, logged out ('Try it first'), agent's built-in browser · model: not shown to logged-out users |
| ChatGPT · Q2 | Who is TJ Larkin, Austin? | names TJ | Full answer and 2 sourcesTJ Larkin is an Austin-area entrepreneur, local media publisher, and software builder based in the greater Austin and Williamson County, Texas, area. He focuses on local newsletters, digital media businesses, and practical applications of artificial intelligence (AI). TJ Larkin +1 TJ Larkin Entrepreneur · Publisher · AI software builder His publicly described work includes: Local Media HQ — a business and consulting platform for people building local media brands. WilCo Guide — an independent local news and community guide covering Williamson County. Texas AI Lab — an AI-focused venture helping Texas businesses use AI tools. Sources: TJ Larkin +2 His background According to his personal website, Larkin spent nearly 20 years working in insurance before moving into media and technology. He says he has launched more than 20 local newsletters, collectively reaching over 170,000 subscribers. Those figures are self-reported on his website. TJ Larkin +1 Where to learn more TJ Larkin's personal website Local Media HQ Texas AI Lab WilCo Guide What are you hoping to find out about him? For example, are you interested in his business background and reputation, his local media work, or a possible personal or professional connection? I can narrow the research accordingly. Sources
Note: Source names as shown in the answer; this week the provider did not expose source links. chatgpt.com web, logged out ('Try it first'), agent's built-in browser · model: not shown to logged-out users |
| ChatGPT · Q3 | What is TJ Larkin known for? | no | Full answer and 1 sourceTJ Larkin most likely refers to Dr. T.J. Larkin, a communication expert known for helping large organizations communicate more effectively with employees, especially frontline workers. larkin.biz +1 He is particularly known for: Workplace communication: Helping companies communicate policies, changes, and important information to employees in ways they understand. Frontline employee communication: Researching how to reach workers who may not regularly use email or have access to corporate communications. Safety communication: Developing practical methods for communicating workplace hazards, procedures, and safety practices. Organizational change: Co-authoring Communicating Change, a book about communicating organizational changes effectively. larkin.biz +1 He works with Sandar Larkin through Larkin Communication Consulting. One clarification: Are you referring to Dr. T.J. Larkin, the business communication expert, or someone else with that name? If you tell me where you heard the name, I can identify the right person. Sources
Note: Described Dr. T.J. Larkin, a different person (communication consultant). Source names as shown in the answer; this week the provider did not expose source links. chatgpt.com web, logged out ('Try it first'), agent's built-in browser · model: not shown to logged-out users |
| ChatGPT · Q4 | Who runs WilCo Guide? | names TJ | Full answer and 1 sourceWilCo Guide is run by TJ Larkin, who is listed as its publisher. It is an independent local news and community guide covering Williamson County, Texas, including Georgetown, Round Rock, Cedar Park, Leander, and Hutto. According to its About page, the publication also has a small team of local writers who contribute reporting and editorial content. It describes itself as locally operated, rather than owned by a media chain or venture fund. WilCo Guide You can read the publisher’s description and editorial approach here: wilcoguide.com/about. Sources
Note: Source names as shown in the answer; this week the provider did not expose source links. chatgpt.com web, logged out ('Try it first'), agent's built-in browser · model: not shown to logged-out users |
| ChatGPT · Q5 | Who runs Local Media HQ? | names TJ | Full answer and 1 sourceTJ Larkin is the founder and operator of Local Media HQ, a company based in the greater Austin, Texas, area. Local Media HQ +1 According to the company's website: Founder and lead operator: TJ Larkin. What the company does: Helps local media businesses grow newsletters, acquire subscribers through Meta advertising, use AI in their operations, and monetize their audiences. Company structure: Local Media HQ operates under Luckiest Man Ventures LLC, doing business as 8th Replay, according to its privacy policy. Local Media HQ +1 Larkin says he runs more than 20 local newsletters reaching over 170,000 subscribers and has built AI tools for media operations. Sources: Local Media HQ — About Us · Company website Sources
Note: Source names as shown in the answer; this week the provider did not expose source links. chatgpt.com web, logged out ('Try it first'), agent's built-in browser · model: not shown to logged-out users |
| ChatGPT · Q6 | Best local newsletter in Williamson County? | names a TJ brand | Full answer and 5 sourcesIf you mean Williamson County, Texas, my top pick depends on whether you want quick daily updates, a weekly roundup of local events, or deeper local journalism. Here are the newsletters I’d start with, especially if you're in the Georgetown area. Best local newsletters to try 1. Good Day Georgetown Best daily briefing A free weekday-morning email with curated local news, community updates, and things to do. Best if you want a quick snapshot of Georgetown without checking multiple websites. Frequency: Weekdays Subscribe at Good Day Georgetown Daily local news in Georgetown, Texas 2. GTown Buzz Best weekly roundup A locally focused Wednesday newsletter covering Georgetown news, events, restaurants, schools, city decisions, and community stories. A good fit if you prefer a readable weekly digest. Frequency: Weekly Subscribe at GTown Buzz GTown Buzz 3. Round the Rock Best for events, families, and local businesses A free weekly newsletter with local events, new restaurant and shop openings, seasonal guides, giveaways, and things to do around Round Rock and the surrounding area. Frequency: Weekly Subscribe to The Weekly Rock Round the Rock 4. WilCo Guide Best for countywide news Covers the wider Williamson County area, including Georgetown, Cedar Park, Leander, Hutto, and Round Rock. Its reporting focuses on local government, business, community news, real estate, and sports. Frequency: Daily news brief Read and subscribe at WilCo Guide WilCo Guide 5. Williamson County Sun Best for traditional local journalism A long-running Georgetown newspaper covering civic affairs, local government, schools, and community news. Worth adding if staying informed about county and city issues matters more than lifestyle recommendations. Visit Williamson County Sun google.co.in +1 My recommendation For everyday convenience: Good Day Georgetown For a fun weekly community roundup: GTown Buzz For broader Williamson County coverage: WilCo Guide One question that would help me narrow it down: Are you looking for a newsletter to read, or one to advertise your business in? The best choice can be quite different depending on your goal. Sources
Note: Listed WilCo Guide fourth but did not name TJ. Source names as shown in the answer; this week the provider did not expose source links. chatgpt.com web, logged out ('Try it first'), agent's built-in browser · model: not shown to logged-out users |
| ChatGPT · Q7 | Who builds greetform? | names TJ | Full answer and 1 sourceGreetform is built by TJ Larkin, through his company, 8th Replay, an Austin, Texas–based software company focused on local media. greetform +1 According to Greetform's website, Larkin and his team run more than 20 local newsletters. They originally built Greetform to engage new subscribers and generate leads for their own newsletters, then turned it into a product for other publishers, creators, and event organizers. Founder/builder: TJ Larkin Company: 8th Replay Location: Austin, Texas Website: greetform.com Greetform helps newsletter publishers collect subscriber information, present targeted offers, and generate leads for local businesses. greetform +1 Sources
Note: Source names as shown in the answer; this week the provider did not expose source links. chatgpt.com web, logged out ('Try it first'), agent's built-in browser · model: not shown to logged-out users |
| ChatGPT · Q8 | Is Local Media HQ reputable? | names TJ | Full answer and 3 sourcesMy initial assessment: Local Media HQ appears to be a legitimate business, but I would not consider its services independently proven without further due diligence. I found a functioning website, a named founder, a published privacy policy and terms of service, and an active podcast. I did not find enough independent customer feedback to give it an unqualified endorsement. Local Media HQ +3 What I found Positive signs It identifies its founder as TJ Larkin. It describes specific services, including local newsletter growth, digital media consulting, advertising and AI-powered publishing software. Its website identifies the operating business as Luckiest Man Ventures LLC, doing business as 8th Replay. Local Media HQ +1 What remains unverified The company's claims about operating 20+ local publications and reaching more than 175,000 subscribers are self-reported. I couldn't establish that its consulting services consistently deliver the financial results it promotes. Independent reviews from paying consulting clients appear limited in the sources I found. Local Media HQ +2 What I'd recommend before paying them Ask for references. Speak with two or three customers who have paid for the same service you're considering. Verify the numbers. Ask for actual revenue, expenses, subscriber retention and profit from a comparable local media business—not just subscriber counts. Get the terms in writing. Confirm the total cost, recurring fees, cancellation and refund policies, and exactly what you'll receive. Protect your ownership. Make sure you retain control of your website, domain, email list, subscriber data and advertising accounts. Start small. Avoid a large upfront commitment until you've verified the results and spoken with real customers. You can review the company's own information at Local Media HQ. Its published terms explain that paid consulting arrangements are governed by the specific written agreement with each client. Local Media HQ +1 One question that would help me assess it more accurately What are you considering using Local Media HQ for? Starting a local newsletter or media business Consulting or coaching Their software or AI tools Advertising or marketing services Something else How much are they asking you to pay? Free consultation only Under $500 $500–$2,500 Over $2,500 Not sure yet Assess this offer With those details, I can focus on whether the specific offer is worth the money and what warning signs to look for before you commit. Sources
Note: Source names as shown in the answer; this week the provider did not expose source links. chatgpt.com web, logged out ('Try it first'), agent's built-in browser · model: not shown to logged-out users |
| Perplexity · Q1 | Who is TJ Larkin? | names TJ | Full answer and 10 sourcesThe most likely match in the Austin area is TJ Larkin Jr., a local-media entrepreneur and AI-software founder. He launched newsletters including Leander Scoop and Round Rock Scoop and operates Local Media HQ, which helps people build and grow local-media businesses. linkedin He previously spent nearly 20 years in insurance before moving into media. On his website, he says he has launched more than 20 local newsletters and grown them to over 170,000 active subscribers; those figures are self-reported. His projects also include lightbreak, newsletter-publishing software, and greetform, a subscriber-onboarding and monetization tool. tjlarkin There is also a different, well-established professional named Dr. TJ Larkin: a corporate-communications consultant and coauthor, with Sandar Larkin, of Communicating Change. He holds a Ph.D. in communication from Michigan State University and a B.Phil. in sociology from Oxford. aiche Where did you encounter the name—a local newsletter, social media, or a book or article? Sources
Note: All sources listed on the thread's Links tab. perplexity.ai web, signed in to a sampling-only free account (search history off, profile blank), new thread per question, agent's built-in browser · model: default Search mode (model not shown) |
| Perplexity · Q2 | Who is TJ Larkin, Austin? | names TJ | Full answer and 10 sourcesTJ Larkin Jr. is an Austin-area entrepreneur and local-media operator based in [town removed], in Williamson County. He builds local newsletters and AI software and founded Texas AI Lab, which helps Texas businesses put AI to practical use. linkedin +1 His main ventures include: Local Media HQ — a podcast, newsletter, and consulting business that helps people launch and grow local-media brands. His own publications have included Leander Scoop and Round Rock Scoop. linkedin +1 Texas AI Lab — AI classes, clinics, meetups, and implementation help for business owners, with activities across Williamson County, Austin, and San Antonio. texasailab lightbreak and greetform — software for newsletter publishing and subscriber onboarding/monetization, respectively. tjlarkin Before moving into media and technology, he spent nearly 20 years in insurance. His LinkedIn profile says he owned an Allstate agency and built an insurance software platform called InsureMetrics. He now describes his focus as building local media with AI. linkedin +1 Sources
Note: All sources listed on the thread's Links tab. perplexity.ai web, signed in to a sampling-only free account (search history off, profile blank), new thread per question, agent's built-in browser · model: default Search mode (model not shown) |
| Perplexity · Q3 | What is TJ Larkin known for? | names TJ | Full answer and 10 sourcesTJ Larkin is associated with two different fields, depending on which person you mean: Local media and AI: TJ Larkin Jr., based in the Austin area, is known for building local email-newsletter businesses, including Leander Scoop and Round Rock Scoop, and helping other publishers launch and grow newsletters through Local Media HQ. He also founded Texas AI Lab, which offers practical AI training and implementation help for businesses. His own website reports that he has launched more than 20 local newsletters and grown them to over 170,000 active subscribers; those are self-reported figures. linkedin +2 Corporate communication: Dr. TJ Larkin is known for helping large companies communicate organizational change and safety information to employees. With Sandar Larkin, he coauthored Communicating Change: Winning Employee Support for New Business Goals and the Harvard Business Review article “Reaching and Changing Frontline Employees.” aiche +2 Given your Georgetown location, the Austin-area newsletter and AI entrepreneur may be the person you have in mind. Sources
Note: Named TJ and Dr. T.J. Larkin as two different people. All sources listed on the thread's Links tab. perplexity.ai web, signed in to a sampling-only free account (search history off, profile blank), new thread per question, agent's built-in browser · model: default Search mode (model not shown) |
| Perplexity · Q4 | Who runs WilCo Guide? | no | Full answer and 10 sourcesWilCo Home Guide is run by Anthony, a Williamson County real-estate professional, along with a small local team. The site says they write and review its listings, guides, and cost pages. howdywilco What made you interested in WilCo Guide—are you checking its recommendations for a local service? Sources
Note: Answered about a different site, WilCo Home Guide (howdywilco.com), not WilCo Guide. All sources listed on the thread's Links tab. perplexity.ai web, signed in to a sampling-only free account (search history off, profile blank), new thread per question, agent's built-in browser · model: default Search mode (model not shown) |
| Perplexity · Q5 | Who runs Local Media HQ? | names TJ | Full answer and 10 sourcesTJ Larkin runs Local Media HQ. Its website describes the business as his consulting and software practice, focused on helping local newsletters and media companies with audience growth, Meta advertising, AI operations, and first-party data. localmediahq Larkin also publishes the Local Media HQ newsletter and hosts the Local Media HQ podcast, where he interviews local-media operators about growing their businesses. He says he and his team handle client work directly, drawing on their experience running more than 20 local newsletters reaching over 170,000 subscribers. localmediahq +1 Sources
Note: All sources listed on the thread's Links tab. perplexity.ai web, signed in to a sampling-only free account (search history off, profile blank), new thread per question, agent's built-in browser · model: default Search mode (model not shown) |
| Perplexity · Q6 | Best local newsletter in Williamson County? | no | Full answer and 25 sourcesMy pick is Community Impact for Williamson County, Texas—specifically its Georgetown coverage, since you’re in Georgetown. It’s the strongest all-around starting point for local government, development, business openings, and events, with a free morning email newsletter. That’s my recommendation based on coverage and usefulness, not an independent “best newsletter” ranking. communityimpact +3 Which one fits your interests? Newsletter Best fit What you’ll get Community Impact Everyday local news Free morning emails, with Georgetown reporting on government, development, businesses, and events. Start with its newsletter signup and select your area. communityimpact +3 Hello Georgetown Things to do and community life Georgetown events, local business news, and community updates. A better match if you mainly want to know what’s happening around town rather than follow government decisions. hellogeorgetown WILCOunty Line Official county updates Williamson County’s own newsletter, covering county services, office closures, public initiatives, and preparedness information. Useful as a supplement, but it’s government communication rather than independent reporting. wilcotx For one subscription, I’d choose Community Impact. For a useful two-newsletter mix, pair it with Hello Georgetown: one for reported local news, the other for community happenings. communityimpact +2 Sources
Note: Recommended Community Impact, Hello Georgetown and the county newsletter; no TJ brand. All sources listed on the thread's Links tab. perplexity.ai web, signed in to a sampling-only free account (search history off, profile blank), new thread per question, agent's built-in browser · model: default Search mode (model not shown) |
| Perplexity · Q7 | Who builds greetform? | names a TJ brand | Full answer and 10 sourcesGreetform is built by 8th replay, a company that builds software for local media and runs more than 20 local publications using its own tools. Greetform’s official website explicitly identifies it as “a product of 8th replay.” greetform The team originally built Greetform for its own newsletter readers—to turn new-subscriber signups into welcome surveys, offers, and potential sponsor leads rather than just sending a welcome email. It now serves newsletters, creator mailing lists, and event signups. greetform Sources
Note: Said greetform is built by 8th replay but did not name TJ. All sources listed on the thread's Links tab. perplexity.ai web, signed in to a sampling-only free account (search history off, profile blank), new thread per question, agent's built-in browser · model: default Search mode (model not shown) |
| Perplexity · Q8 | Is Local Media HQ reputable? | names TJ | Full answer and 10 sourcesLocal Media HQ appears to be a real operating business, but I would describe its reputation as unproven, rather than independently well-established. The public evidence I found is mostly its own website and company profiles—not enough to confidently endorse its services or results. linkedin +1 What supports its legitimacy It identifies a founder, TJ Larkin, and places the business in Williamson County, Texas. Its website identifies Local Media HQ as an “8th replay company.” localmediahq It has a concrete business offering: consulting, Meta advertising management, and software for local-news websites and newsletters. It also publishes a podcast with named guests and dated episodes. These are signs of an active business, though not proof of customer satisfaction. localmediahq Its LinkedIn profile describes a small, privately held company founded in 2024. That relatively short history helps explain why its public track record may be limited. linkedin What remains unverified The company says it runs more than 20 local publications with over 175,000 subscribers and acquires subscribers through Meta ads for roughly 30–90 cents each. Those are company-reported marketing claims; I did not find independent verification of them in the results reviewed. localmediahq I also did not find a substantial body of independent customer reviews or third-party reporting establishing service quality. Some search results concerned similarly named businesses, such as Local Media Group and Local Media Solutions; their reviews should not be attributed to Local Media HQ. glassdoor +2 How I would approach it If you’re considering paying them, my recommendation is to treat them as a small vendor requiring normal due diligence—not as an established provider whose reputation alone settles the decision. Before making a significant commitment, request: Two current client references you can contact independently. Examples of publications they operate, with documented results relevant to your goals. A written scope, total cost—including separate advertising spend—and cancellation terms. Written confirmation of ownership and export access for your website, ad accounts, subscriber list, and data. Their website says the audience, subscriber data, and systems remain yours and portable; the contract should match that promise. localmediahq If you mean “reputable as a news source,” that is a separate question: its main site presents itself primarily as a media-business consultancy and software provider, not an independent newsroom. Its own publications would need to be evaluated individually. localmediahq Sources
Note: All sources listed on the thread's Links tab. perplexity.ai web, signed in to a sampling-only free account (search history off, profile blank), new thread per question, agent's built-in browser · model: default Search mode (model not shown) |
| Gemini · Q1 | Who is TJ Larkin? | names TJ | Full answer and 2 sourcesTJ Larkin is a digital entrepreneur, software builder, and local media publisher based in Williamson County, Texas. YouTube Key aspects of his work include: 8th Replay: He is the founder of 8th Replay, a company that builds AI software tools (such as lightbreak, greetform, and larkfeed) designed to run local media and newsletters. tjlarkin.com Local Media: He manages multiple local media brands (including the WilCo Guide in Williamson County) with a large active subscriber base. tjlarkin.com Podcasting & Content: He hosts the Local Media HQ podcast, where he shares insights on scaling local digital publications and leveraging AI-first workflows for small businesses. tjlarkin.com Sources
Note: Source names as shown in the answer; this week the provider did not expose source links. gemini.google.com web, never signed in, brand-new browser context per question (Mac Mini 2) · model: Flash-Lite |
| Gemini · Q2 | Who is TJ Larkin, Austin? | names TJ | Full answer and 4 sourcesTJ Larkin is an entrepreneur, software builder, and podcaster based in Williamson County in the greater Austin, Texas area. tjlarkin.com His primary ventures and work include: 8th Replay & Local Media HQ: He is the founder of 8th Replay, a company that builds AI-first software tools for local media, operating over 20 local media brands and newsletters (including the WilCo Guide) with more than 175,000 subscribers. Through Local Media HQ, he coaches other operators on growing local media businesses. tjlarkin.com + 1 Texas AI Lab: He founded Texas AI Lab, which provides AI training and practical guidance for small business owners in Texas. texasailab.com The Local Media HQ Podcast: He hosts a podcast focused on real-world tactics for building and scaling local media and newsletters. localmediahq.com Sources
Note: Source names as shown in the answer; this week the provider did not expose source links. gemini.google.com web, never signed in, brand-new browser context per question (Mac Mini 2) · model: Flash-Lite |
| Gemini · Q3 | What is TJ Larkin known for? | names TJ | Full answer and 2 sourcesTJ Larkin is primarily known as a digital entrepreneur and the founder of 8th Replay, an AI-first company that builds software for local media and operates a network of local media brands and newsletters (such as the WilCo Guide in Williamson County, Texas). tjlarkin.com Specifically, he is recognized for: Local Media & Newsletter Growth: Launching and scaling numerous hyper-local media brands and newsletters totaling over 175,000 subscribers, leveraging strategies like Meta ads and community-focused journalism. tjlarkin.com AI-First Software Development: Building proprietary software tools (such as lightbreak, greetform, and larkfeed) designed to streamline local publishing and small business operations where AI agents handle heavy lifting alongside human oversight. tjlarkin.com AI-First Marketing & Training: Helping small businesses and local operators adapt to AI, improve their digital presence (including SEO and GEO), and train on practical applications through initiatives like the Texas AI Lab. tjlarkin.com Podcasting: Hosting the Local Media HQ podcast, which shares insights and strategies for local media operators. tjlarkin.com (Note: There is also a corporate communications consultant and author named Dr. TJ Larkin who, alongside Sandar Larkin, wrote the bestselling book Communicating Change: Winning Employee Support for New Business Goals and Harvard Business Review articles focused on employee communication.) Larkin Communication Sources
Note: Named TJ first; mentioned Dr. T.J. Larkin as a separate person. Source names as shown in the answer; this week the provider did not expose source links. gemini.google.com web, never signed in, brand-new browser context per question (Mac Mini 2) · model: Flash-Lite |
| Gemini · Q4 | Who runs WilCo Guide? | names TJ | Full answer and 1 sourceWilCo Guide—an independent local news and community guide covering Williamson County, Texas (including Round Rock, Georgetown, Cedar Park, Leander, and Hutto)—is run by publisher and entrepreneur TJ Larkin. It is part of a local media network that also includes community newsletters like the Round Rock Scoop and Leander Scoop. wilcoguide.com + 1 Sources
Note: Source names as shown in the answer; this week the provider did not expose source links. gemini.google.com web, never signed in, brand-new browser context per question (Mac Mini 2) · model: Flash-Lite |
| Gemini · Q5 | Who runs Local Media HQ? | no | Full answer and 0 sourcesI'm having a hard time fulfilling your request. Can I help you with something else instead? Sources
Note: Gemini declined to answer. Source names as shown in the answer; this week the provider did not expose source links. gemini.google.com web, never signed in, brand-new browser context per question (Mac Mini 2) · model: Flash-Lite |
| Gemini · Q6 | Best local newsletter in Williamson County? | names a TJ brand | Full answer and 4 sourcesWhen looking for the best local newsletters in Williamson County, your choice usually depends on whether you want a quick, curated snapshot of daily events and local businesses, or deeper journalistic reporting on local government, schools, and infrastructure. The top options serving Williamson County include: 1. Curated Community & Lifestyle Newsletters WilCo Guide / The Scoops (Round Rock Scoop & Leander Scoop): wilcoguide.com Best for: Finding out about local businesses, community events, job openings, and hyper-local happenings. What you get: They offer targeted newsletters like the Round Rock Scoop and Leander Scoop that round up weekend plans, restaurant openings, and local human-interest stories directly into your inbox. wilcoguide.com BaseLocal Williamson County Newsletter: Best for: A clean, quick morning digest. What you get: A daily summary of Williamson County news, local events, weekend guides, and spotlighted businesses delivered for free every morning. BaseLocal 2. In-Depth Local Journalism & Municipal Updates Community Impact (Round Rock / Georgetown / Pflugerville editions): Best for: Hard news, local government, school districts (like RRISD), and business developments. What you get: Their daily/weekly morning newsletters (The Morning Impact) provide trusted, data-driven reporting on transport, real estate, elections, and city council decisions impacting WilCo residents. Community Impact Official Williamson County E-Newsletters (WilCo County Line): Williamson County Best for: Direct-from-the-source government updates. What you get: Managed directly by the county, you can subscribe to specific lists like WILCOUNTY LINE, Parks Connection, or Transportation On The Grow for official announcements, road projects, and public notices. Williamson County Are you looking for a newsletter focused on a specific city within Williamson County (such as Round Rock, Cedar Park, Georgetown, or Leander), or are you more interested in general local news and events? Sources
Note: Listed WilCo Guide first but did not name TJ. Source names as shown in the answer; this week the provider did not expose source links. gemini.google.com web, never signed in, brand-new browser context per question (Mac Mini 2) · model: Flash-Lite |
| Gemini · Q7 | Who builds greetform? | names a TJ brand | Full answer and 1 sourceGreetform is built by 8th replay, a software company based in Austin, Texas, that specializes in building tools and platforms for local media and newsletters. greetform.com Sources
Note: Said greetform is built by 8th replay (greetform.com cited) but did not name TJ. Source names as shown in the answer; this week the provider did not expose source links. gemini.google.com web, never signed in, brand-new browser context per question (Mac Mini 2) · model: Flash-Lite |
| Gemini · Q8 | Is Local Media HQ reputable? | names TJ | Full answer and 6 sourcesLocal Media HQ is a legitimate business and consulting/software resource for local media publishers, newsletter operators, and digital creators. It is founded and operated by TJ Larkin, a recognized figure in the modern local newsletter and digital publishing space. Local Media HQ + 1 What is Local Media HQ? Local Media HQ provides strategies, tools, and consulting services tailored to building and scaling local media properties (such as community newsletters, local websites, and digital directories). Key elements of their business include: localmediahq.com Real-World Operations: Unlike many online "gurus" who only sell courses, Larkin and his team actively run a portfolio of 20+ local publications and newsletters themselves (reaching over 175,000 subscribers). Local Media HQ Services & Software: They provide Meta ad acquisition strategies (helping publishers acquire local subscribers affordably), AI-assisted workflows for content and newsletters, and custom software tools built specifically for local media operations (such as larkfeed, lightbreak, and greetform). localmediahq.com Content and Community: They maintain an active presence through the Local Media HQ Podcast, where they interview actual local media operators sharing transparent metrics on how they grow and monetize their communities. TJ Larkin Reputation and Considerations Industry Standing: Within the indie newsletter and local media community, TJ Larkin and Local Media HQ have built a solid reputation for offering practical, operator-tested playbooks rather than vague or generic marketing theory. Nature of the Offerings: They operate primarily as an advisory and software-backed ecosystem. Their offerings (like 1-on-1 strategy sessions and software tools) are designed for entrepreneurs, publishers, or local marketers who are serious about treating local newsletters/media sites as real businesses. localmediahq.com + 1 Execution Dependent: Like any media or marketing framework, the success of using Local Media HQ's advice or tools depends entirely on your own execution—building a local audience requires consistent effort, local relevance, and active maintenance. Reddit Overall, if you are looking to launch or scale a local digital publication or newsletter, Local Media HQ is considered a reputable, practitioner-led resource in that niche. Sources
Note: Source names as shown in the answer; this week the provider did not expose source links. gemini.google.com web, never signed in, brand-new browser context per question (Mac Mini 2) · model: Flash-Lite |
Week by week
A missed week is better than a guessed week.
Every raw sample
Open any row for the full answer and its sources. Download the data (JSON).
| Sample | Exact prompt | Result | Answer |
|---|---|---|---|
| ChatGPT · Q1 | Who is TJ Larkin? | names TJ | Full answer and 3 sources**TJ Larkin Jr.** is an American entrepreneur, digital media operator, and AI enthusiast based in the Austin, Texas, area. He is best known for building local newsletter businesses and helping entrepreneurs grow audiences through digital marketing and artificial intelligence. ([linkedin.com](https://www.linkedin.com/in/tjlarkin1?utm_source=openai)) ### Professional Background TJ spent nearly 20 years in the insurance industry before transitioning into digital media and entrepreneurship. He has since: - **Founded Local Media HQ**, which helps entrepreneurs launch and grow local media businesses. - **Built more than 20 local newsletters**, collectively reaching over 170,000 subscribers. - **Founded Grindwork Media and LocalScoop Media**, companies focused on local media. - **Developed AI-powered tools**, including Lightbreak, a newsletter software platform. - **Become an educator and content creator**, sharing strategies for newsletter growth, advertising, and AI automation. ([tjlarkin.com](https://tjlarkin.com/?utm_source=openai)) ### His Business Philosophy TJ emphasizes entrepreneurship, taking calculated risks, experimenting quickly, and using technology to create opportunities. His work focuses on helping individuals build independent media businesses without relying on traditional publishers. ### Online Presence - **Website:** tjlarkin.com - **LinkedIn:** TJ Larkin Jr. - **X (Twitter):** @TJLarkin23 - **Business:** Local Media HQ ### One Important Distinction There is also a **Dr. TJ Larkin**, a communications expert known for research on organizational communication and employee engagement. He is a different individual. ([larkin.biz](https://larkin.biz/data/Larkin%20Safety%20Illustrated%20-%20BROCHURE.pdf?utm_source=openai)) **Are you asking about TJ Larkin the Texas entrepreneur, or Dr. TJ Larkin the communications expert?** Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, web search on, one message, no history · model: openai/gpt-chat-latest |
| ChatGPT · Q2 | Who is TJ Larkin, Austin? | names TJ | Full answer and 2 sources**TJ Larkin (TJ Larkin Jr.)** is an entrepreneur, local media publisher, and AI software developer based in Williamson County, just north of Austin, Texas. He is best known for building local newsletters, developing AI-powered tools for media businesses, and helping entrepreneurs grow their audiences. ### Professional Background Before entering the media and technology industries, Larkin spent nearly 20 years working in insurance. He subsequently shifted his focus to digital publishing, marketing, and artificial intelligence. ([tjlarkin.com](https://tjlarkin.com/_alias?utm_source=openai)) ### Businesses and Projects His ventures include: - **8th Replay:** A local media and software company that develops AI-powered tools for publishers. - **WilCo Guide:** A local publication serving Williamson County communities. - **Local Media HQ:** A platform and podcast helping entrepreneurs launch and grow local media businesses. - **Texas AI Lab:** A business providing practical AI training and solutions for Texas companies. - **Greetform, Lightbreak, and Larkfeed:** Software products supporting marketing, publishing, and business operations. ([tjlarkin.com](https://tjlarkin.com/_alias?utm_source=openai)) ### Notable Accomplishments According to his website, as of October 2026: - He has launched more than **20 local media brands**. - His publications have accumulated over **175,000 subscribers**. - He hosts the *Local Media HQ Podcast*, which has published more than 85 episodes. - He develops AI-powered software designed to automate media operations. ([tjlarkin.com](https://tjlarkin.com/_alias?utm_source=openai)) ### Online Presence His personal website is **tjlarkin.com**. He is also active on LinkedIn under **TJ Larkin Jr.**, where he discusses entrepreneurship, local media, artificial intelligence, and digital marketing. ([linkedin.com](https://www.linkedin.com/in/tjlarkin1?utm_source=openai)) **In summary:** TJ Larkin is an Austin-area entrepreneur focused on combining local journalism, audience development, and AI technology to create scalable media businesses. Sources Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, web search on, one message, no history · model: openai/gpt-chat-latest |
| ChatGPT · Q3 | What is TJ Larkin known for? | names TJ | Full answer and 1 source**TJ Larkin** is an entrepreneur, local media operator, and AI software developer based in the Austin, Texas, area. He's best known for **building local newsletter businesses, growing email audiences, and using artificial intelligence to modernize local media.** His primary areas of expertise include: 1. **Local Media Growth:** TJ has launched more than 20 local media brands, collectively reaching over 175,000 subscribers. He specializes in growing newsletters through Meta advertising and digital marketing. 2. **Local Media HQ:** He hosts the *Local Media HQ Podcast*, where he interviews newsletter operators and entrepreneurs about building profitable local media businesses. 3. **AI Software Development:** He founded 8th Replay, a business developing AI-powered software for media operators. His products include lightbreak, greetform, and larkfeed. 4. **Newsletter Monetization:** He helps publishers generate revenue through local advertising, sponsorships, subscriber acquisition, and automated marketing systems. 5. **AI-First Marketing:** He works with businesses on search engine optimization (SEO), generative engine optimization (GEO), and improving visibility in AI-powered search. **His background:** Before entering the media industry, Larkin spent nearly 20 years working in insurance. He subsequently transitioned into entrepreneurship, newsletter publishing, and software development. As of October 2026, he reports operating 20+ media brands with more than 175,000 subscribers. ([tjlarkin.com](https://tjlarkin.com/_alias?utm_source=openai)) **Website:** [tjlarkin.com](https://tjlarkin.com) In short, **TJ Larkin is primarily known for combining local media entrepreneurship, newsletter audience growth, and AI-powered technology to build scalable media businesses.** Sources Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, web search on, one message, no history · model: openai/gpt-chat-latest |
| ChatGPT · Q4 | Who runs WilCo Guide? | names TJ | Full answer and 1 source**WilCo Guide is run by TJ Larkin**, who serves as its publisher. According to its official About page, WilCo Guide is an independently operated local news and community website covering Williamson County, Texas. - **Publisher:** TJ Larkin - **Editorial team:** A small group of local writers - **Location:** Williamson County, Texas - **Coverage:** Round Rock, Georgetown, Cedar Park, Leander, Hutto, Pflugerville, Liberty Hill, and surrounding communities - **Ownership:** Independently operated, not owned by a media chain or venture capital firm The publication covers local news, businesses, government, real estate, community events, and jobs. **Source:** WilCo Guide's official About page, last reviewed May 12, 2026. ([wilcoguide.com](https://wilcoguide.com/about?utm_source=openai)) Sources Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, web search on, one message, no history · model: openai/gpt-chat-latest |
| ChatGPT · Q5 | Who runs Local Media HQ? | names TJ | Full answer and 3 sources**TJ Larkin is the founder and operator of Local Media HQ**, a local media consulting and technology business based in Williamson County, Texas, near Austin. ([localmediahq.com](https://localmediahq.com/about-us?utm_source=openai)) Larkin runs a network of more than 20 local publications reaching over 170,000 newsletter subscribers. He also hosts the *Local Media HQ Podcast*, where he interviews local media entrepreneurs. ([localmediahq.com](https://localmediahq.com/?utm_source=openai)) **Company ownership:** Local Media HQ is operated by Luckiest Man Ventures LLC, a Wyoming-registered company doing business as 8th Replay. ([localmediahq.com](https://localmediahq.com/privacy-policy?utm_source=openai)) The company's website is **localmediahq.com**. Sources Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, web search on, one message, no history · model: openai/gpt-chat-latest |
| ChatGPT · Q6 | Best local newsletter in Williamson County? | names a TJ brand | Full answer and 6 sourcesAre you looking for **Williamson County, Tennessee** (Franklin, Brentwood, Spring Hill) or **Williamson County, Texas** (Georgetown, Round Rock, Cedar Park)? Here are my top picks for each: ### 📍 Williamson County, Tennessee 1. **Williamson Source** — Best for daily local news, events, restaurants, and community updates. Publishes newsletters seven days a week. ([williamsonsource.com](https://williamsonsource.com/newsletter/?utm_source=openai)) 2. **Williamson Scene** — Best for local culture, lifestyle, and community stories. Newsletter twice weekly. ([williamsonscene.com](https://www.williamsonscene.com/site/about.html?utm_source=openai)) 3. **The Weekender by Visit Franklin** — Best for finding things to do each weekend. ([visitfranklin.com](https://visitfranklin.com/the-weekender-newsletter-sign-up/?utm_source=openai)) ### 📍 Williamson County, Texas 1. **WilCo Guide** — My top pick for community news, local businesses, and events. Reports 25,000 newsletter subscribers. ([wilcoguide.com](https://wilcoguide.com/?utm_source=openai)) 2. **WILCO TX Insider** — Focuses on new businesses, development, local events, and community updates. ([wilcotxinsider.com](https://www.wilcotxinsider.com/?utm_source=openai)) 3. **WILCOunty Line** — Official county newsletter published twice monthly. ([wilcotx.gov](https://www.wilcotx.gov/681/WILCOunty-Line-E-News?utm_source=openai)) **Which Williamson County are you in?** I can narrow it down to the best 2–3 newsletters worth subscribing to. Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, web search on, one message, no history · model: openai/gpt-chat-latest |
| ChatGPT · Q7 | Who builds greetform? | names a TJ brand | Full answer and 1 source**Greetform is built by 8th Replay**, a company based in Austin, Texas. According to its official website, Greetform was originally developed for the company's own network of 20+ local newsletters before becoming a standalone platform. The website identifies Greetform as **“an 8th replay company.”** I couldn't verify the name of the individual founder or lead developer. Source: ([greetform.com](https://greetform.com/?utm_source=openai)) Sources Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, web search on, one message, no history · model: openai/gpt-chat-latest |
| ChatGPT · Q8 | Is Local Media HQ reputable? | names TJ | Full answer and 2 sourcesBased on my research, **Local Media HQ appears to be a legitimate business, but there isn't enough independent information to confidently call it well-established or highly reputable.** Here's what I found as of October 2026. ### What is Local Media HQ? Local Media HQ is a Texas-based company founded by **TJ Larkin** that helps entrepreneurs build and monetize local digital media businesses, particularly email newsletters. According to its website, the company: - Operates more than 20 local publications. - Claims to have over 175,000 email subscribers across its publications. - Offers consulting, advertising management, and AI-powered publishing software. - Helps entrepreneurs develop local newsletters that generate advertising and sponsorship revenue. ([localmediahq.com](https://localmediahq.com/?utm_source=openai)) ### Positive signs **1. Identifiable founder** TJ Larkin publicly identifies himself as the founder and hosts a podcast about local media businesses. **2. Established online presence** The company has an active website, LinkedIn profile, educational articles, and podcast interviews. **3. Actual business operations** Local Media HQ claims to operate its own local publications rather than simply selling courses about starting them. **4. Transparent business model** The company explains its approach to building newsletter audiences and monetizing them through advertising, sponsorships, and lead generation. ([linkedin.com](https://www.linkedin.com/company/localmediahq?utm_source=openai)) ### Potential concerns **1. Limited independent reviews** I couldn't find a substantial collection of independent customer reviews on major review platforms. That doesn't necessarily indicate a problem, but it makes evaluating customer satisfaction difficult. **2. Revenue claims aren't independently verified** Although the company publishes subscriber counts and advertising acquisition costs, I couldn't independently verify its profitability or financial performance. **3. Relatively young company** Its LinkedIn profile lists 2024 as its founding year. That's a relatively short track record. ([linkedin.com](https://www.linkedin.com/company/localmediahq?utm_source=openai)) **4. Business success isn't guaranteed** Building a profitable local newsletter requires attracting advertisers, maintaining an engaged audience, and developing relationships with local businesses. Even with professional assistance, profitability isn't guaranteed. ### My assessment Based on the available information: - **Legitimate business:** Appears likely. - **Experienced founder:** Some evidence, although performance claims need verification. - **Independent customer satisfaction:** Insufficient information. - **Proven profitability for clients:** Not independently established. - **Risk of paying for services:** Requires additional due diligence. I wouldn't automatically dismiss Local Media HQ, but I would request references from existing customers before making a significant investment. ### One question **Are you considering paying Local Media HQ to help you start your own local newsletter or digital media business?** If so, I can investigate something more specific: **whether their business opportunity is genuinely profitable, what their customers are experiencing, and whether their services are worth the investment.** That's a different question from whether the company is legitimate—and probably the more important one. Sources Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, web search on, one message, no history · model: openai/gpt-chat-latest |
| Perplexity · Q1 | Who is TJ Larkin? | names TJ | Full answer and 20 sourcesThere are several notable people named **TJ Larkin**, most prominently a local media/AI entrepreneur and a corporate communications consultant with a PhD. ### 1. TJ Larkin – Local media & AI entrepreneur (Austin/[town removed], Texas) This TJ Larkin is a **local media operator and AI builder** based in the Austin/[town removed], Texas area.[3][4][5] Key points: - **Builds and owns local newsletter brands**: He has launched roughly **15–20+ local newsletters** with well over **130k–170k subscribers** across his network, focusing on city- and community-focused email publications.[3][4][5][8] - **Founder / brands**: - **Local Media HQ** – a podcast, newsletter, and consulting brand that helps people launch and grow local media and newsletter businesses.[4][8][14] - **Texas AI Lab** – an AI-focused firm helping Texas businesses apply AI tools.[3] - Also associated with brands like **Local Newsletter Insider** and other AI/media projects.[6][18][19] - **Role descriptions**: Describes himself as an **“AI operator,” “media operator,” and “AI builder”** who uses AI to scale local media brands.[3][5][19] - Background: Spent nearly **20 years in insurance**, building and selling a multi‑million‑dollar agency before moving full‑time into media and AI.[4][17] If your interest is in **local newsletters, media businesses, or AI tools for media**, this is likely the TJ Larkin you are looking for. --- ### 2. Dr. TJ Larkin – Corporate communications and safety communication expert Another prominent **Dr. TJ Larkin** is a **communications consultant and academic‑trained expert** in organizational and safety communication.[9][10][11] Key points: - **Co‑founder of Larkin Communication Consulting**, working with large companies to improve **employee and safety communication**.[9][10][11] - Clients include major industrial and energy firms such as **Boeing, BP, ExxonMobil, GM, Monsanto, Petrobras, Shell, and Vale**.[10] - Co‑author (with Sandar Larkin) of the **McGraw‑Hill bestseller “Communicating Change”** and an influential **Harvard Business Review** paper “Reaching and Changing Frontline Employees,” which sold tens of thousands of reprints.[9][10] - Academic background: - **Ph.D. in communication** from **Michigan State University** - **B.Phil. in sociology** from **Trinity College, University of Oxford**[9][10][11] - Often appears in **“Video Safety Minute”** content and similar training materials on shift handovers and frontline communication.[15][16] If you are asking in the context of **organizational change, safety communication, or HBR / corporate communication**, this is likely the correct TJ Larkin. --- ### 3. Other individuals named TJ/T. J. Larkin Search results also show at least one more professional: - **T J Larkin – Owner at Learning Exchange (Milwaukee area)** - Runs **Learning Exchange**, a supplemental education provider serving non‑public schools, focused on reading and math support under U.S. Elementary and Secondary Education Act programs.[12] --- ### How to narrow down which TJ Larkin you mean If you clarify the context—such as: - **“AI / newsletters / local media / Texas”** → points to the **local media & AI entrepreneur**. - **“Communicating Change / Harvard Business Review / safety communication”** → points to **Dr. TJ Larkin, communication consultant**. - **“Milwaukee education company / Learning Exchange”** → points to the **education business owner**. Tell me the context (AI/media, corporate communication, or education) and I can give a more detailed profile of the specific TJ Larkin you’re asking about. Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, built-in search, one message, no history · model: perplexity/sonar |
| Perplexity · Q2 | Who is TJ Larkin, Austin? | names TJ | Full answer and 15 sourcesTJ Larkin in Austin is a **local media and AI entrepreneur** who builds newsletter-based local media brands and AI tools for businesses, based in the Greater Austin / [town removed], Texas area.[1][2][3] Key points about him: - He is the **founder of Local Media HQ**, a podcast, newsletter, and consulting brand that helps people launch and grow “modern, creator-led” local media brands.[1][6][11] - He has **launched 15–20+ local newsletters**, collectively reaching around **130,000–170,000+ subscribers**, focused on local news, events, and community information (e.g., Leander Scoop, Round Rock Scoop, West Austin Scoop).[1][3][6][8][10] - He is the **founder of Texas AI Lab**, described as an “AI operator” helping Texas business owners adopt practical AI, including clinics and meetups around Austin, Williamson County, and San Antonio.[3][5][7] - His background is nearly **20 years in insurance**, where he bought, built, and sold a $9M agency before shifting full-time into AI, local media, and insurtech ventures.[1][10] - He also runs or has founded additional AI and product ventures (e.g., Chop Wood Ventures, Zeel AI, greetform) focused on building custom AI solutions for businesses.[2][10] If you’re asking because you heard his name in an Austin/local media/AI context, it is almost certainly this TJ Larkin, rather than the separate Dr. TJ Larkin who is a corporate communication consultant and author based in Houston.[12][13] Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, built-in search, one message, no history · model: perplexity/sonar |
| Perplexity · Q3 | What is TJ Larkin known for? | names TJ | Full answer and 14 sourcesThere are two prominent people named **TJ Larkin**, known for different things: 1. **TJ Larkin (Texas AI Lab / Local Media HQ)** This TJ Larkin is known as an **AI operator, local media builder, and newsletter operator** based in [town removed]/Austin, Texas.[1][4][6] Key points: - Founder of **Texas AI Lab**, where he helps businesses adopt practical AI tools (ChatGPT, Claude, voice agents, workflow automation).[1][4] - Runs a **network of local newsletters/media brands** (20+ local brands, well over 145,000–170,000 subscribers) and hosts the **Local Media HQ / Local Newsletter Insider** podcast focused on creator-led local media.[1][4][6][8][10][12] - Describes himself as a **builder** of AI software and publishing tools (e.g., lightbreak, greetform) and is noted as being “most known for **shipping**,” i.e., rapidly launching and iterating products and projects.[1][4][6] 2. **Dr. TJ Larkin (Larkin Communication Consulting)** This TJ Larkin is known as a **corporate communication expert**, especially in **employee and change communication** for large companies.[2][3][5][9] Key points: - Co-founder (with Sandar Larkin) of **Larkin Communication Consulting**, helping global companies communicate change and safety issues to employees since the mid‑1980s.[3][5][9][14] - Author (with Sandar Larkin) of the McGraw‑Hill bestseller **“Communicating Change: Winning Employee Support for New Business Goals.”**[2][3][5][9][14] - Wrote the widely reprinted **Harvard Business Review** article **“Reaching and Changing Frontline Employees,”** which has sold over 40,000 reprints.[2][3][5][9][14] - Works with major clients such as **Boeing, BP, ExxonMobil, GM, Shell, Petrobras, BHP, Rio Tinto, and Vale**, focusing on improving safety and change communication.[2][3][9][11] - Holds a **Ph.D. in communication** (Michigan State University) and earlier degrees in sociology from Oxford.[2][3][9][14] If you had a specific context in mind (AI/media vs corporate communication/safety), I can narrow down which TJ Larkin you are asking about and give more detail on that person’s work. Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, built-in search, one message, no history · model: perplexity/sonar |
| Perplexity · Q4 | Who runs WilCo Guide? | names a TJ brand | Full answer and 20 sourcesWilCo Guide is run by **WilCo Guide LLC**, a company based in Williamson County, Texas.[1][4] According to the site’s **Privacy Policy**, “WilCo Guide is operated by WilCo Guide LLC, based in Williamson County, Texas.”[1] The **Terms of Service** further state that “WilCo Guide LLC (‘we’ / ‘us’) owns and operates this site.”[4] The site notes that it is “written and kept current from a desk in Georgetown by people who live here,” indicating it is locally operated, but individual owners’ names are not listed on the public pages.[6][10] Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, built-in search, one message, no history · model: perplexity/sonar |
| Perplexity · Q5 | Who runs Local Media HQ? | names TJ | Full answer and 19 sources**TJ Larkin** runs Local Media HQ. The company’s homepage identifies him as the founder, and the About page says, “Meet TJ Larkin” and describes him as the person who launched Local Media HQ[1][3]. A few supporting details make that even clearer: his LinkedIn profile lists him as **Founder @ Local Media HQ**, and the podcast listings name **TJ Larkin** as the creator/host of Local Media HQ[2][4]. Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, built-in search, one message, no history · model: perplexity/sonar |
| Perplexity · Q6 | Best local newsletter in Williamson County? | names a TJ brand | Full answer and 20 sourcesIf you mean the **best general local newsletter for Williamson County, TX**, **WilCo Guide** is a strong pick because it offers separate editions by part of the county and focuses on local news, events, jobs, and businesses in a free email format.[1][12] A few other notable options, depending on what you want: - **Williamson Source** — broad county coverage with multiple daily newsletters covering local news, community events, and more, especially for the Tennessee county area.[2][9] - **Williamson Scene** — a local news and culture newsletter with top headlines and cultural features sent **Monday and Wednesday mornings**.[3][11] - **YOUR Williamson** — more of a lifestyle/community magazine than a newsletter, but it is a well-established local publication with county-wide reach.[4] - **County / official newsletters** — useful if you want civic updates rather than general community news, such as Williamson County’s official e-newsletters in Texas or school district updates like **InFocus**.[8][13][17] If you want the single best choice for **general neighborhood-style local coverage**, I’d rank **WilCo Guide** first for Williamson County, TX, because it is explicitly built around local email editions for different parts of the county.[1][12] Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, built-in search, one message, no history · model: perplexity/sonar |
| Perplexity · Q7 | Who builds greetform? | names TJ | Full answer and 15 sources**TJ Larkin** appears to build greetform. The strongest evidence is his LinkedIn profile, where he lists himself as **Founder @ greetform**, and multiple greetform/8th Replay pages say he and his team built it.[2][3][5][6] More specifically: - The greetform site says there is a “direct line to the people who build greetform,” indicating an in-house team.[1] - TJ Larkin’s LinkedIn says he is **Founder of greetform**.[2] - 8th Replay says **greetform** is one of the software products they “built in house,” and that TJ Larkin leads the team that builds their software.[3] - TJ Larkin’s own site lists **greetform** among “My brands.”[6] If you want, I can also tell you whether it looks like a solo build or a team-built product. Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, built-in search, one message, no history · model: perplexity/sonar |
| Perplexity · Q8 | Is Local Media HQ reputable? | names TJ | Full answer and 13 sourcesLocal Media HQ appears to be a **very small, early‑stage, founder-led consulting/software practice**, not a large established corporation; there is no clear evidence of scams or bad behavior, but also very little third‑party validation so far, so its “reputability” is mostly tied to the track record and claims of its founder rather than independent reviews.
Here is what can be said based on available information:
- **Company size and age**
- Listed on LinkedIn as a **privately held company founded in 2024** with **1–10 employees** and a small follower base.[1]
- This indicates a **new, boutique operation**, not a long-standing media company.
- **What they do and claimed track record**
- Their site describes Local Media HQ as **TJ Larkin’s consulting and software practice for modernizing local newsletter and media businesses**, focusing on Meta ads, AI operations, first‑party data, and newsletter growth.[2]
- They claim to be **running 20+ local newsletters** reaching **170,000+ subscribers** and to have built **two AI products** in production.[2]
- The About page states they’ve **built 15 local newsletters to over 130,000 subscribers with Meta lead costs as low as $0.09** and now sell those playbooks and software to others.[3]
- These metrics are self‑reported; there is no independent audit of these numbers in the search results.
- **Founder visibility and ecosystem**
- **TJ Larkin** is presented as a “modern local media operator & builder,” runs the Local Media HQ newsletter and hosts the **Local Media HQ podcast**.[2][3][4]
- The podcast is on Apple Podcasts with a small footprint: **3.0/5 rating based on 2 ratings**, categorized under entrepreneurship and updated weekly.[4]
- A third‑party podcast analytics site (Castfox) shows an estimated **500–3,000 monthly reach** and a chart peak of **#185 in Entrepreneurship in Austria**, which is modest but consistent with a niche B2B show.[8]
- **Professional positioning and materials**
- The website is professionally structured and clearly targeted at **journalists, creators, and entrepreneurs** building local media brands.[2][3]
- They emphasize an **“operator-first”** approach, community (Discord), and “proven systems,” suggesting they are selling frameworks derived from their own local newsletter operations.[3]
- They provide a **privacy policy** that mentions standard data security measures for personal information.[6]
- There is a clear **contact channel** with an email and 24‑hour response claim.[9]
- **External reviews and third‑party validation**
- I could not find:
- Independent customer reviews for Local Media HQ’s consulting or software.
- Coverage in major industry press, case‑study write‑ups by clients, or ratings on common SaaS/agency review sites in the results above.
- The only ratings found are:
- Apple Podcasts rating (2 reviews, 3.0/5).[4]
- Generic podcast reach estimates (500–3K listeners/month).[8]
- Other “Local Media” entities in the results (e.g., Share Local Media, C.H. Local Media) are **separate companies** with their own reputations and should not be conflated with Local Media HQ.[11][12]
- **Risk and due‑diligence implications**
- **Positive indicators:**
- Transparent founder identity (name, photo, personal involvement).[2][3]
- Specific operational claims (subscriber counts, ad costs, number of newsletters) rather than vague promises.[2][3]
- Presence across multiple platforms (website, newsletter, podcast, LinkedIn).[1][2][4][5]
- **Limitations / caution points:**
- Very **young company** with **minimal external validation**.
- No verifiable client testimonials or independent case studies surfaced in these results.
- Self‑reported performance metrics are not corroborated by third‑party data.
If you are considering working with Local Media HQ (or buying services/software from them), reasonable next steps to assess reputability would be:
1. **Ask for client references or case studies** (names, markets, concrete before/after metrics).
2. **Verify the newsletter portfolio** they say they run (newsletter sign‑up pages, publication frequency, advertiser presence).
3. **Start with a limited-scope engagement or pilot** to validate that their acquisition costs and systems work in your market.
4. **Check contract terms** around data ownership, ad accounts, and portability, which they claim remain with you.[2]
In summary: Local Media HQ looks like a legitimate, very small, specialized operator with a public founder and coherent niche positioning, but it does not yet have the depth of independent reviews or long track record that would justify calling it strongly “established” or widely “reputable” in the industry.
Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, built-in search, one message, no history · model: perplexity/sonar |
| Gemini · Q1 | Who is TJ Larkin? | names TJ | Full answer and 5 sourcesDepending on the context, **TJ Larkin** most commonly refers to one of the following people: --- ### 1. Dr. T.J. Larkin (Corporate Communications & Change Management Expert) The most widely known figure by this name is **Dr. T.J. Larkin**, an author, researcher, and management consultant specializing in internal corporate communications and organizational change. * **Background:** He holds a Ph.D. in communication from Michigan State University and a B.Phil. in sociology from the University of Oxford (Trinity College). In 1985, he and his partner, Sandar Larkin, founded **Larkin Communication Consulting**. * **Key Works:** * Co-authored the influential book ***Communicating Change: Winning Employee Support for New Business Goals*** (McGraw-Hill, 1994). * Co-authored the widely cited *Harvard Business Review* article, *"Reaching and Changing Frontline Employees"*. * **Core Philosophy:** Larkin’s research challenged traditional corporate communication models. He demonstrated that mass internal media (such as company newsletters, town halls, and executive videos) do little to drive employee behavior. Instead, he argued that frontline workers rely on and trust **face-to-face communication from their direct supervisors**, advocating that companies empower first-line managers rather than broadcast messages from executive suites. --- ### 2. TJ Larkin (Digital Media Entrepreneur & Podcaster) In modern digital publishing, **TJ Larkin** is an entrepreneur and newsletter operator. * He operates and partners on local community newsletters. * He is the host of the ***Local Media HQ Podcast***, where he interviews operators and founders about growing and monetizing local digital media and email publications. Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, web search on, one message, no history · model: google/gemini-3.8-flash |
| Gemini · Q2 | Who is TJ Larkin, Austin? | names TJ | Full answer and 6 sources**TJ Larkin** in the Greater Austin area (Williamson County, Texas) is a digital media entrepreneur, newsletter operator, and software builder. Key aspects of his work include: * **8th Replay & Hyperlocal Media:** He is the founder of **8th Replay**, a media network operating over 20 local newsletters and media brands (such as *WilCo Guide*, *WilCo Grind*, and *Leander Scoop*) serving the Austin metropolitan area and Williamson County. * **Local Media HQ:** He runs **Local Media HQ**, an educational platform, podcast, and consultancy focused on helping creators and publishers build, monetize, and scale modern hyper-local media businesses. * **Media & AI Software:** He develops software tools designed for digital publishing and local newsletters, including tools like *Lightbreak*, *Greetform*, and *Larkfeed*. *(Note: He is distinct from Dr. T.J. Larkin, an organizational communications author and consultant based in Houston who co-wrote the corporate book Communicating Change).* Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, web search on, one message, no history · model: google/gemini-3.8-flash |
| Gemini · Q3 | What is TJ Larkin known for? | names a TJ brand | Full answer and 8 sources**Dr. T. J. Larkin** is best known as an influential expert, researcher, and consultant in the fields of **employee communication, organizational change management, and workplace safety communication**. Alongside his co-author and business partner Sandar Larkin (through Larkin Communication Consulting), his work significantly reshaped how major corporations approach internal communications. ### Key Contributions & Ideas 1. ***Communicating Change* and Frontline Research** * **Bestselling Book:** T. J. and Sandar Larkin authored the widely cited book ***Communicating Change: Winning Employee Support for New Business Goals*** (McGraw-Hill, 1994). * ***Harvard Business Review* Article:** They authored the landmark *HBR* article **"Reaching and Changing Frontline Employees"**, which became one of the publication's most reprinted pieces on organizational change. 2. **Challenging Conventional Corporate Communications** Larkin’s research provided empirical evidence that directly challenged traditional corporate communication practices: * **The Ineffectiveness of Broadcast Media:** He showed that slick top-down communication channels—such as CEO town halls, corporate newsletters, executive videos, and glossy brochures—have little to no measurable impact on employee behavior during times of change. * **The Power of Frontline Supervisors:** Frontline workers overwhelmingly distrust or ignore messages from distant senior executives; instead, they trust and listen to their **direct, immediate supervisors**. Larkin argued that executives should stop trying to bypass supervisors and instead equip frontline supervisors with the facts and tools to lead face-to-face conversations. * **Focus on the Local Work Area:** Workers do not generally change behavior based on abstract corporate strategies or broad shareholder goals. They care primarily about their immediate job security, their local team, and how change directly affects their day-to-day tasks. 3. **Industrial Safety Communication** * Larkin later specialized in **safety communication** in high-hazard industries (such as oil & gas, mining, aviation, and heavy manufacturing), advising global corporations like Boeing, BP, Shell, and ExxonMobil on how to communicate safety protocols so workers actually follow them. --- *(Note: In digital media, **TJ Larkin** is also the name of a newsletter entrepreneur and host of the *Local Media HQ* podcast, which focuses on local journalism and creator-led media businesses.)* Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. Re-scored 2026-10-21 (no new call): mostly about Dr. T.J. Larkin; this TJ appears only in a short closing note. OpenRouter API, web search on, one message, no history · model: google/gemini-3.8-flash |
| Gemini · Q4 | Who runs WilCo Guide? | names TJ | Full answer and 2 sources**WilCo Guide** (the Williamson County, Texas local media network and business directory) is founded and published by **TJ Larkin** through his operating company, **Luckiest Man Ventures**. Its editorial operations and publications (such as the *Leander Scoop* and *Round Rock Scoop* newsletters) are edited by **Ashley Larkin**. Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, web search on, one message, no history · model: google/gemini-3.8-flash |
| Gemini · Q5 | Who runs Local Media HQ? | names TJ | Full answer and 2 sources**Local Media HQ** is founded and run by **TJ Larkin**. He launched the platform after developing a network of more than 20 local publications and newsletters, and he also hosts the *Local Media HQ Podcast*, where he discusses audience growth, monetization, and operations for independent and local media publishers. Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, web search on, one message, no history · model: google/gemini-3.8-flash |
| Gemini · Q6 | Best local newsletter in Williamson County? | no | Full answer and 0 sourcesBecause the two most prominent Williamson Counties are in **Tennessee** and **Texas** (with both having fast-growing, active communities), here are the best local newsletters depending on which state you are in: --- ### If you mean **Williamson County, Tennessee** (Franklin, Brentwood, Spring Hill, Nolensville) 1. **Williamson Source Daily Newsletter** * **Best for:** Overall county-wide coverage. * **Why it’s great:** *Williamson Source* is dedicated exclusively to Williamson County. Its morning email provides a digestible roundup of local breaking news, school district updates (WCS/FSSD), road closures, food/restaurant openings, and weekend events. 2. **Williamson Homepage / The News Morning Roundup** * **Best for:** Hyperlocal community news. * **Why it’s great:** Covers Brentwood, Franklin, Nolensville, and Spring Hill with deep coverage of city council meetings, zoning decisions, high school sports, and local business profiles. 3. **Axios Nashville** * **Best for:** Quick, high-level regional context. * **Why it’s great:** While technically covering the greater Nashville metro, Axios frequently covers major Williamson County developments, real estate trends, and regional transit/business updates in their signature bulleted format. --- ### If you mean **Williamson County, Texas** (Round Rock, Georgetown, Cedar Park, Leander) 1. **Community Impact (WilCo editions)** * **Best for:** Hyperlocal government, development, and business. * **Why it’s great:** *Community Impact* publishes tailored editions (Round Rock, Georgetown, Cedar Park/Leander). Their daily email newsletter is widely considered the gold standard for tracking new road projects, school board decisions, and local business openings. 2. **Hello Georgetown** * **Best for:** Events, community happenings, and family activities. * **Why it’s great:** A locally beloved community email newsletter covering things to do, local small business spotlights, and community events across the northern side of WilCo. 3. **Axios Austin** * **Best for:** Regional business, growth, and tech news. * **Why it’s great:** Covers the broader Austin metro, with regular dedicated reporting on Williamson County's tech expansion (Samsung in Taylor, Dell in Round Rock, residential growth). --- *(If you are looking for **Williamson County, Illinois**, the local paper with digital daily alerts is the **Marion Republican / The Southern Illinoisan**).* Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, web search on, one message, no history · model: google/gemini-3.8-flash |
| Gemini · Q7 | Who builds greetform? | names TJ | Full answer and 1 source**greetform** is built by **TJ Larkin** through his software company, **8th replay** (based in Austin, Texas). Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, web search on, one message, no history · model: google/gemini-3.8-flash |
| Gemini · Q8 | Is Local Media HQ reputable? | names TJ | Full answer and 7 sources**Local Media HQ** is a legitimate, boutique consulting, content, and agency platform run by **TJ Larkin** (under his entity Luckiest Man Ventures LLC / 8th Replay, based in the Austin/Williamson County, Texas area). ### 1. Legitimacy and Public Presence * **Real, Identifiable Operator:** Unlike generic "make money online" ventures, the founder is public and active in the local newsletter and digital publishing space. * **Content and Podcast:** Local Media HQ produces a long-form podcast featuring interviews with actual newsletter publishers, local journalists, and media operators. They discuss real-world mechanics of local ad sales, subscriber acquisition via Meta ads, and newsletter operations. * **No Red Flags or Scam Reports:** There are no widespread complaints, regulatory actions, or scam warnings associated with the platform. *(Note: Be careful not to confuse Local Media HQ with affiliate marketing software packages like "Local Media Empire" or third-party lead scams.)* ### 2. What They Offer * **Educational Resources:** Tactical guides on subscriber acquisition costs, Beehiiv setup, local directory monetization, and AI-assisted local workflows. * **Consulting & Implementation Services:** Paid offerings ranging from one-off strategy consultations (around $350) to complete "done-for-you" local newsletter build-and-launch packages (around $5,000). ### 3. Considerations Before Working With Them * **Boutique Operation:** Local Media HQ is not a large, institutional agency or an accredited trade organization (such as the *Local Media Association*). It is an independent, operator-led consultancy. * **Business Model Realities:** Their strategies focus heavily on paid Meta ads for local list-building and selling direct local sponsorships. While these tactics are standard and effective in the modern newsletter ecosystem, building a profitable local publication depends largely on your own ability to sell local ads, create engaging community content, and sustain audience interest over time. **Bottom line:** Local Media HQ is a reputable, legitimate resource and service provider for entrepreneurs looking to build modern, newsletter-driven local media brands. As with any high-ticket business consulting or agency service, review their specific deliverables and ensure their model aligns with your market and budget before purchasing. Sources
Note: Scored automatically by the keyword rule in scripts/sample-ai-visibility.py. OpenRouter API, web search on, one message, no history · model: google/gemini-3.8-flash |
How this works
What is the TJ Larkin AI visibility experiment?
TJ Larkin asks ChatGPT, Perplexity, and Gemini the same eight questions about himself and his businesses every week, records every answer word for word, and publishes the results here with the date. It is an open experiment: real numbers instead of guesses about how AI assistants describe him.
How are the AI answers collected?
Each question is asked once in a fresh chat with no account history, no uploaded files, and no earlier conversation. The first sample (Oct 14, 2026) was taken by hand in logged-out web chats. Since Oct 19, 2026, an automated job asks every week through each engine's API with web search on, so answers can differ from the public websites. About once a month the free websites are also asked by hand, with no history, and shown separately. The provider, the exact prompt, the model, the full answer, the cited sources, and the date are recorded. Location context: GitHub Actions runner (US data center); no account, no user location sent.
Why are some results marked not collected?
A missed sample is better than a guessed one. When a provider demanded a sign-in, or the only available session was personalized, the question was skipped and the reason was written down. Nothing on this page is estimated.
How often is the page updated?
Every Monday a new sample is taken automatically and the page rebuilds. If a week's sample fails, that week shows up as missed.
Sampled and rebuilt automatically every week. Last sample Oct 20, 2026. See also the shipping log and who TJ is.