waiting list, how long are we talking
Question · by holiday_regular_east · Member since Jul 2026 · 112 posts · 4d4 days ago
Consulting firm in Fort Worth, TX
5.0 · 1 reviewOpen today until 11:59 PMOpen until 11:59
Karnes Consulting, LLC is a distinguished consulting firm located at 777 Main St in Fort Worth, Texas. With a perfect rating of 5 based on customer feedback, this firm has quickly made a name for itself in the local business community. Though it currently does not offer online ordering or reservations, its commitment to quality service is evident in the positive experiences shared by clients. Karnes Consulting stands ready to assist those seeking expert guidance in their professional endeavors.
Eligible to offer 20% cashback to customers who shop here.OrbitBack
Add your name so AI can say who owns the business
Unclaimed · Add the year you opened so AI can say how long you've been open
ConfirmedVisitor submittedAI guess
Updated Nov 2, 2026Last activity 4 days ago, a question from holiday_regular_east.
17 asked · 0 answered by Karnes Consulting
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What Karnes Consulting offers, what it costs, and what people come for.
No code detected[Photo 1]
No code detected[Photo 2]
No code detected[Photo 3]
No code detected[Photo 4]When it's quiet, where to park, and what's nearby.
Every row is something the owner can add or correct. Each one is marked Confirmed, Visitor submitted or AI guess, with where it came from.
What reviews, press and directories say about Karnes Consulting.
5.0from 1 review
Share your review link so AI can say who'd come backShare your review link so AI can say what customers likeThe AI Score is out of 100, read from 8 signals across search and AI.
15 Fort Worth avg
Signal and how much it countsKarnes Consulting
Every business is scored the same way, and nobody can pay for a better score.
Karnes Consulting, as AI sees it. Blue signals help Karnes Consulting, and red ones hold it back.
Claiming your page is free.
The page ChatGPT, Gemini, Perplexity and Google read about Karnes Consulting. The code version is exactly what their crawlers get.
Local AI Registry · Consulting firms in Fort Worth, TX · Editorial
By Steve Lee, founder and CEO of Local AI Registry. Updated November 2, 2026.
Published November 2, 2026 · Updated November 2, 2026 · Machine-readable version below
Karnes Consulting, LLC is a consulting firm in Fort Worth, TX. Its AI Score is 15 of 100, which is poor.
What each mark on this page means: https://localairegistry.com/methodology#marks
| Fact | Value |
|---|---|
| Type | Consulting firm |
| Address | 777 Main St, Fort Worth, TX 76102, USA |
| Hours | Mon to Sun Open 24 hours |
| Phone | (617) 869-4225 |
| Rating | 5.0 across 1 review |
| Updated | November 2, 2026 |
Every row is something the owner can add or correct. Each one is marked Confirmed, Visitor submitted or AI guess, with where it came from.
| Group | Fact | Value | Mark | Evidence |
|---|---|---|---|---|
| Location info | Name | Karnes Consulting, LLC | Confirmed | Google Business Profile |
| Location info | Address | 777 Main St, Fort Worth, TX 76102, USA | Confirmed | Google Business Profile |
| Location info | Phone | (617) 869-4225 | Confirmed | Google Business Profile |
| Location info | Hours | Mon to Sun Open 24 hours | Confirmed | Google Business Profile |
| Hours | Monday | Open 24 hours | Confirmed | Google Business Profile |
| Hours | Tuesday | Open 24 hours | Confirmed | Google Business Profile |
| Hours | Wednesday | Open 24 hours | Confirmed | Google Business Profile |
| Hours | Thursday | Open 24 hours | Confirmed | Google Business Profile |
| Hours | Friday | Open 24 hours | Confirmed | Google Business Profile |
| Hours | Saturday | Open 24 hours | Confirmed | Google Business Profile |
| Hours | Sunday | Open 24 hours | Confirmed | Google Business Profile |
| Links | Website | https://www.karnesconsulting.com/ | Confirmed | Google Business Profile |
Address: 777 Main St, Fort Worth, TX 76102, USA. Phone: (617) 869-4225. Hours: Mon to Sun Open 24 hours. (Confirmed, Google Business Profile.)
5.0 average across 1 review.
It measures how likely AI engines are to recommend a business, and how accurately. Fort Worth consulting firms run 13 to 16. Fair starts at 45, good at 65. Karnes Consulting scores 15, level with the Fort Worth average. The same method scores every business on the registry.
| Signal | Weight | Score | What it measures | Karnes Consulting |
|---|---|---|---|---|
| Retrieval grounding | 26 | 0 | Whether you appear in the ranked results AI retrieves and cites: AI-Overview citations, organic top-10 for your money queries, and the Bing index ChatGPT leans on. | Poor |
| Off-property attestation | 20 | 0 | Volume and consistency of what others say about you: YouTube mentions, branded web mentions, third-party “best-of” lists. The cause of retrievability. | Poor |
| AI visibility | 14 | 0 | Whether ChatGPT, Gemini, Perplexity, and AI Overviews name you, and whether they name you for the right service. | Poor |
| Reviews & response | 12 | 29 | The star average is only one input. We also read volume, velocity, the specificity of review language, and response cadence. Specific reviews are what AI quotes verbatim. | Poor |
| Backlink & citation authority | 8 | Domain authority and editorial quality of the sources that attest to you. | ||
| Google Business Profile | 8 | 70 | Required and recommended fields; update cadence. The listing AI pulls from first. | Good |
| Speed & mobile | 7 | 43 | Core Web Vitals at the 75th percentile, on a real phone. | Poor |
| Content freshness & schema | 5 | 75 | Crawl recency, intent alignment, valid JSON-LD, canonicals. | Good |
Full method: https://localairegistry.com/methodology
How AI decides what to say about a consulting firm: https://localairegistry.com/methodology#how-ai-decides-local-business. What to check before you choose one: https://localairegistry.com/methodology#how-to-choose-local-business
Every person, place, organization and treatment named on this page, with a stable ID and a public reference. The JSON-LD below connects them to each other.
| Entity | Type | ID on this page | Same as | Relationship to Karnes Consulting |
|---|---|---|---|---|
| Karnes Consulting, LLC | LocalBusiness | #business | https://www.karnesconsulting.com/ | Subject of this page |
| Fort Worth, Texas | City | #city | City Karnes Consulting is in | |
| Local AI Registry | Organization | #publisher | https://localairegistry.com | Publisher of this page |
| Steve Lee | Person | #author | https://localairegistry.com/team/steve-lee | Author of this page |
Where this page sits in the registry. It's one profile among the consulting firms in Fort Worth, linked to the lists and towns around it.
This is exactly what this page sends to Google, Bing, ChatGPT, Claude, Perplexity and Gemini. We publish it in the open for two reasons: so you can see nothing here is hidden or made up, and so any business or developer can copy it. Being a good local AI steward means the machine version says exactly what the human version says.
Sent before the page. They tell crawlers the canonical address and that a plain markdown copy exists.
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Title, description, canonical, robots and Open Graph tags. This is what shows in search results and link previews.
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One connected graph. Every person and service has its own @id and links to the business, and a licensed person links to the license and the board that issued it.
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}The article as plain text: the same headings, facts, marks and sources.
# Karnes Consulting, LLC, Fort Worth TX: Reviews Source: Local AI Registry, https://localairegistry.com/biz/tx/fort-worth/karnes-consulting-llc-fort-worth-tx. Free to reuse with a link back. By Steve Lee, founder and CEO of Local AI Registry. Updated 2026-11-02. Canonical: https://localairegistry.com/biz/tx/fort-worth/karnes-consulting-llc-fort-worth-tx ## Photos -  -  -  -  ## In short Karnes Consulting, LLC is a consulting firm in Fort Worth, TX. Its AI Score is 15 of 100, which is poor. What each mark on this page means: https://localairegistry.com/methodology#marks ## Key facts | Fact | Value | | --- | --- | | Type | Consulting firm | | Address | 777 Main St, Fort Worth, TX 76102, USA | | Hours | Mon to Sun Open 24 hours | | Phone | (617) 869-4225 | | Rating | 5.0 across 1 review | | Updated | November 2, 2026 | ## All the details Every row is something the owner can add or correct. Each one is marked Confirmed, Visitor submitted or AI guess, with where it came from. | Group | Fact | Value | Mark | Evidence | | --- | --- | --- | --- | --- | | Location info | Name | Karnes Consulting, LLC | Confirmed | Google Business Profile | | Location info | Address | 777 Main St, Fort Worth, TX 76102, USA | Confirmed | Google Business Profile | | Location info | Phone | (617) 869-4225 | Confirmed | Google Business Profile | | Location info | Hours | Mon to Sun Open 24 hours | Confirmed | Google Business Profile | | Hours | Monday | Open 24 hours | Confirmed | Google Business Profile | | Hours | Tuesday | Open 24 hours | Confirmed | Google Business Profile | | Hours | Wednesday | Open 24 hours | Confirmed | Google Business Profile | | Hours | Thursday | Open 24 hours | Confirmed | Google Business Profile | | Hours | Friday | Open 24 hours | Confirmed | Google Business Profile | | Hours | Saturday | Open 24 hours | Confirmed | Google Business Profile | | Hours | Sunday | Open 24 hours | Confirmed | Google Business Profile | | Links | Website | https://www.karnesconsulting.com/ | Confirmed | Google Business Profile | ## Services and prices Add your services so AI can say what you offer ### Known for Share your review link so AI can say what you're known for ## The team Add your team so AI can name who works here ## Visiting Karnes Consulting Address: 777 Main St, Fort Worth, TX 76102, USA. Phone: (617) 869-4225. Hours: Mon to Sun Open 24 hours. (Confirmed, Google Business Profile.) ### Parking and getting in Add your parking so AI can tell people where to park Add how to find your door so AI can walk people in ## Reputation 5.0 average across 1 review. ### Press Add a press story so AI can say who's written about you ### Awards Add an award so AI can name it ### Directories Get listed in directories so AI can tell you're real ## Questions people ask ### waiting list, how long are we talking ### Do they post anywhere? ### stopping by on a Sunday, will they be open ### walk ins, or is it booked solid ### never been, is it walk in or appointment only ### best consulting firm in Fort Worth, TX ### when is this firm actually dead? ### anyone had trouble parking round here? ### is there someone in particular to ask for here? ### going rate for firms locally, any idea ### Booking a first meeting at Karnes Consulting, what happens? ### bad experiences here, anyone? ### payment plans here, is that a thing? ### killing time on Main, any ideas ### genuinely, what is good about this one ### Any membership pricing at Karnes Consulting? ### what time does this firm actually open? ### Calling Karnes Consulting in Fort Worth, or is there a better way? ### where exactly is Karnes Consulting? ### anywhere cheaper than Karnes Consulting in Fort Worth that is still good? ## The AI Score: 15 of 100 It measures how likely AI engines are to recommend a business, and how accurately. Fort Worth consulting firms run 13 to 16. Fair starts at 45, good at 65. Karnes Consulting scores 15, level with the Fort Worth average. The same method scores every business on the registry. | Signal | Weight | Score | What it measures | Karnes Consulting | | --- | --- | --- | --- | --- | | Retrieval grounding | 26 | 0 | Whether you appear in the ranked results AI retrieves and cites: AI-Overview citations, organic top-10 for your money queries, and the Bing index ChatGPT leans on. | Poor | | Off-property attestation | 20 | 0 | Volume and consistency of what others say about you: YouTube mentions, branded web mentions, third-party “best-of” lists. The cause of retrievability. | Poor | | AI visibility | 14 | 0 | Whether ChatGPT, Gemini, Perplexity, and AI Overviews name you, and whether they name you for the right service. | Poor | | Reviews & response | 12 | 29 | The star average is only one input. We also read volume, velocity, the specificity of review language, and response cadence. Specific reviews are what AI quotes verbatim. | Poor | | Backlink & citation authority | 8 | | Domain authority and editorial quality of the sources that attest to you. | | | Google Business Profile | 8 | 70 | Required and recommended fields; update cadence. The listing AI pulls from first. | Good | | Speed & mobile | 7 | 43 | Core Web Vitals at the 75th percentile, on a real phone. | Poor | | Content freshness & schema | 5 | 75 | Crawl recency, intent alignment, valid JSON-LD, canonicals. | Good | Full method: https://localairegistry.com/methodology How AI decides what to say about a consulting firm: https://localairegistry.com/methodology#how-ai-decides-local-business. What to check before you choose one: https://localairegistry.com/methodology#how-to-choose-local-business ## Entity map Every person, place, organization and treatment named on this page, with a stable ID and a public reference. The JSON-LD below connects them to each other. | Entity | Type | ID on this page | Same as | Relationship to Karnes Consulting | | --- | --- | --- | --- | --- | | Karnes Consulting, LLC | LocalBusiness | #business | https://www.karnesconsulting.com/ | Subject of this page | | Fort Worth, Texas | City | #city | | City Karnes Consulting is in | | Local AI Registry | Organization | #publisher | https://localairegistry.com | Publisher of this page | | Steve Lee | Person | #author | https://localairegistry.com/team/steve-lee | Author of this page | ## Topical map Where this page sits in the registry. It's one profile among the consulting firms in Fort Worth, linked to the lists and towns around it. ### Lists - Best consulting firms in Fort Worth: https://localairegistry.com/leaderboards/tx/fort-worth/consulting-firm - Best businesses in Fort Worth: https://localairegistry.com/leaderboards/tx/fort-worth ### Nearby - /cypress: https://localairegistry.com/leaderboards/tx/cypress - /denton: https://localairegistry.com/leaderboards/tx/denton - /dallas: https://localairegistry.com/leaderboards/tx/dallas - /frisco: https://localairegistry.com/leaderboards/tx/frisco - /houston: https://localairegistry.com/leaderboards/tx/houston - /plano: https://localairegistry.com/leaderboards/tx/plano ### Every list - Every leaderboard in Texas: https://localairegistry.com/leaderboards/tx ## References ### Sources cited - [1] Google Business Profile, https://www.google.com/maps/place/?q=place_id:ChIJD0POz7hxToYRE7LzM0MjlOU
The files every page on the registry shares, and how to copy this code for your own site, are here: https://localairegistry.com/developers
Every source behind this page, including every post and comment from locals. Each has its own permanent link, so AI engines can check it and anything copied from here carries its link back.
You're free to copy anything on this page, as long as you keep the reference links. How to copy it or link to it
The whole page exactly as crawlers get it: head tags, one connected JSON-LD graph, and every section in semantic HTML.
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<header>
<p>Local AI Registry · Consulting firms in Fort Worth, TX · Editorial</p>
<h2>Karnes Consulting, LLC, Fort Worth TX: Reviews</h2>
<p>By Steve Lee, founder and CEO of Local AI Registry. Updated November 2, 2026.</p>
<p>Published November 2, 2026 · Updated November 2, 2026 · Machine-readable version below</p>
</header>
<section id="ai-in-short">
<h3>In short</h3>
<p>Karnes Consulting, LLC is a consulting firm in Fort Worth, TX. Its AI Score is 15 of 100, which is poor.</p>
<p>What each mark on this page means: https://localairegistry.com/methodology#marks</p>
</section>
<section id="ai-key-facts">
<h3>Key facts</h3>
<table>
<thead><tr><th scope="col">Fact</th><th scope="col">Value</th></tr></thead>
<tbody>
<tr><td>Type</td><td>Consulting firm</td></tr>
<tr><td>Address</td><td>777 Main St, Fort Worth, TX 76102, USA</td></tr>
<tr><td>Hours</td><td>Mon to Sun Open 24 hours</td></tr>
<tr><td>Phone</td><td>(617) 869-4225</td></tr>
<tr><td>Rating</td><td>5.0 across 1 review</td></tr>
<tr><td>Updated</td><td>November 2, 2026</td></tr>
</tbody>
</table>
</section>
<section id="ai-all-the-details">
<h3>All the details</h3>
<p>Every row is something the owner can add or correct. Each one is marked Confirmed, Visitor submitted or AI guess, with where it came from.</p>
<table>
<thead><tr><th scope="col">Group</th><th scope="col">Fact</th><th scope="col">Value</th><th scope="col">Mark</th><th scope="col">Evidence</th></tr></thead>
<tbody>
<tr><td>Location info</td><td>Name</td><td>Karnes Consulting, LLC</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Address</td><td>777 Main St, Fort Worth, TX 76102, USA</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Phone</td><td>(617) 869-4225</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Location info</td><td>Hours</td><td>Mon to Sun Open 24 hours</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Monday</td><td>Open 24 hours</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Tuesday</td><td>Open 24 hours</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Wednesday</td><td>Open 24 hours</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Thursday</td><td>Open 24 hours</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Friday</td><td>Open 24 hours</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Saturday</td><td>Open 24 hours</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Hours</td><td>Sunday</td><td>Open 24 hours</td><td>Confirmed</td><td>Google Business Profile</td></tr>
<tr><td>Links</td><td>Website</td><td>https://www.karnesconsulting.com/</td><td>Confirmed</td><td>Google Business Profile</td></tr>
</tbody>
</table>
</section>
<section id="ai-services-and-prices">
<h3>Services and prices</h3>
<h4>Known for</h4>
</section>
<section id="ai-the-team">
<h3>The team</h3>
</section>
<section id="ai-visiting-karnes-consulting">
<h3>Visiting Karnes Consulting</h3>
<p>Address: 777 Main St, Fort Worth, TX 76102, USA. Phone: (617) 869-4225. Hours: Mon to Sun Open 24 hours. (Confirmed, Google Business Profile.)</p>
<h4>Parking and getting in</h4>
</section>
<section id="ai-reputation">
<h3>Reputation</h3>
<p>5.0 average across 1 review.</p>
<h4>Press</h4>
<h4>Awards</h4>
<h4>Directories</h4>
</section>
<section id="ai-questions-people-ask">
<h3>Questions people ask</h3>
<h4>waiting list, how long are we talking</h4>
<h4>Do they post anywhere?</h4>
<h4>stopping by on a Sunday, will they be open</h4>
<h4>walk ins, or is it booked solid</h4>
<h4>never been, is it walk in or appointment only</h4>
<h4>best consulting firm in Fort Worth, TX</h4>
<h4>when is this firm actually dead?</h4>
<h4>anyone had trouble parking round here?</h4>
<h4>is there someone in particular to ask for here?</h4>
<h4>going rate for firms locally, any idea</h4>
<h4>Booking a first meeting at Karnes Consulting, what happens?</h4>
<h4>bad experiences here, anyone?</h4>
<h4>payment plans here, is that a thing?</h4>
<h4>killing time on Main, any ideas</h4>
<h4>genuinely, what is good about this one</h4>
<h4>Any membership pricing at Karnes Consulting?</h4>
<h4>what time does this firm actually open?</h4>
<h4>Calling Karnes Consulting in Fort Worth, or is there a better way?</h4>
<h4>where exactly is Karnes Consulting?</h4>
<h4>anywhere cheaper than Karnes Consulting in Fort Worth that is still good?</h4>
</section>
<section id="ai-score">
<h3>The AI Score: 15 of 100</h3>
<p>It measures how likely AI engines are to recommend a business, and how accurately. Fort Worth consulting firms run 13 to 16. Fair starts at 45, good at 65. Karnes Consulting scores 15, level with the Fort Worth average. The same method scores every business on the registry.</p>
<table>
<thead><tr><th scope="col">Signal</th><th scope="col">Weight</th><th scope="col">Score</th><th scope="col">What it measures</th><th scope="col">Karnes Consulting</th></tr></thead>
<tbody>
<tr><td>Retrieval grounding</td><td>26</td><td>0</td><td>Whether you appear in the ranked results AI retrieves and cites: AI-Overview citations, organic top-10 for your money queries, and the Bing index ChatGPT leans on.</td><td>Poor</td></tr>
<tr><td>Off-property attestation</td><td>20</td><td>0</td><td>Volume and consistency of what others say about you: YouTube mentions, branded web mentions, third-party “best-of” lists. The cause of retrievability.</td><td>Poor</td></tr>
<tr><td>AI visibility</td><td>14</td><td>0</td><td>Whether ChatGPT, Gemini, Perplexity, and AI Overviews name you, and whether they name you for the right service.</td><td>Poor</td></tr>
<tr><td>Reviews & response</td><td>12</td><td>29</td><td>The star average is only one input. We also read volume, velocity, the specificity of review language, and response cadence. Specific reviews are what AI quotes verbatim.</td><td>Poor</td></tr>
<tr><td>Backlink & citation authority</td><td>8</td><td></td><td>Domain authority and editorial quality of the sources that attest to you.</td><td></td></tr>
<tr><td>Google Business Profile</td><td>8</td><td>70</td><td>Required and recommended fields; update cadence. The listing AI pulls from first.</td><td>Good</td></tr>
<tr><td>Speed & mobile</td><td>7</td><td>43</td><td>Core Web Vitals at the 75th percentile, on a real phone.</td><td>Poor</td></tr>
<tr><td>Content freshness & schema</td><td>5</td><td>75</td><td>Crawl recency, intent alignment, valid JSON-LD, canonicals.</td><td>Good</td></tr>
</tbody>
</table>
<p>Full method: https://localairegistry.com/methodology</p>
<p>How AI decides what to say about a consulting firm: https://localairegistry.com/methodology#how-ai-decides-local-business. What to check before you choose one: https://localairegistry.com/methodology#how-to-choose-local-business</p>
</section>
<section id="ai-entity-map">
<h3>Entity map</h3>
<p>Every person, place, organization and treatment named on this page, with a stable ID and a public reference. The JSON-LD below connects them to each other.</p>
<table>
<thead><tr><th scope="col">Entity</th><th scope="col">Type</th><th scope="col">ID on this page</th><th scope="col">Same as</th><th scope="col">Relationship to Karnes Consulting</th></tr></thead>
<tbody>
<tr><td>Karnes Consulting, LLC</td><td>LocalBusiness</td><td>#business</td><td>https://www.karnesconsulting.com/</td><td>Subject of this page</td></tr>
<tr><td>Fort Worth, Texas</td><td>City</td><td>#city</td><td></td><td>City Karnes Consulting is in</td></tr>
<tr><td>Local AI Registry</td><td>Organization</td><td>#publisher</td><td>https://localairegistry.com</td><td>Publisher of this page</td></tr>
<tr><td>Steve Lee</td><td>Person</td><td>#author</td><td>https://localairegistry.com/team/steve-lee</td><td>Author of this page</td></tr>
</tbody>
</table>
</section>
<section id="ai-topical-map">
<h3>Topical map</h3>
<p>Where this page sits in the registry. It's one profile among the consulting firms in Fort Worth, linked to the lists and towns around it.</p>
<h4>Lists</h4>
<ul>
<li>Best consulting firms in Fort Worth: https://localairegistry.com/leaderboards/tx/fort-worth/consulting-firm</li>
<li>Best businesses in Fort Worth: https://localairegistry.com/leaderboards/tx/fort-worth</li>
</ul>
<h4>Nearby</h4>
<ul>
<li>/cypress: https://localairegistry.com/leaderboards/tx/cypress</li>
<li>/denton: https://localairegistry.com/leaderboards/tx/denton</li>
<li>/dallas: https://localairegistry.com/leaderboards/tx/dallas</li>
<li>/frisco: https://localairegistry.com/leaderboards/tx/frisco</li>
<li>/houston: https://localairegistry.com/leaderboards/tx/houston</li>
<li>/plano: https://localairegistry.com/leaderboards/tx/plano</li>
</ul>
<h4>Every list</h4>
<ul>
<li>Every leaderboard in Texas: https://localairegistry.com/leaderboards/tx</li>
</ul>
</section>
<section id="ai-references">
<h3>References</h3>
<h4>Sources cited</h4>
<ul>
<li>[1] Google Business Profile, https://www.google.com/maps/place/?q=place_id:ChIJD0POz7hxToYRE7LzM0MjlOU</li>
</ul>
</section>
</article>
</main>
</body>
</html>This is the evidence for every fact on this page, across Locals, Services, Team, Visit, Reputation and Updates. Each reference names the fact, the source, what kind of source it is, and the date it was checked, with a link and an archived copy so anyone can verify it. Visitor references are dated firsthand accounts. AI guesses record what an AI engine said on that date, not what is true.