lunch near 6th, what is good
Question · by rinse_bram · 4w4 weeks ago
Endodontist in Pembroke Pines, FL
5.0 · 751 reviewsOpen today until 5 PMOpen until 5
Eligible to offer 20% cashback to customers who shop here.OrbitBack
40AI ScoreNamed in 0 of 1 answerChatGPT and Gemini, read by Local AI Registry on Sep 21, 2026.ConfirmedVisitor submittedVisitorAI guess
Endodontics Root Canal
Owned by no one, yet
Unclaimed · Never replied
AI checked this page on Sep 21, 2026Last activity 1 month ago, a question from rinse_bram.
21 asked · 0 answered by West Pines
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Answers marked AI. Summaries of reviews and the record. Not medical advice.
What West Pines offers, what it costs, and what people come for.
None of the 5 reviews we've read names a service yet.
West Pines lists 1 service on its website. Here's each one, with a plain description, the price, where the price came from, and how many reviews mention each.
No code detected[Photo 1]
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No code detected[Photo 4]No one is named here yet. The owner can add who works here.
When it's quiet, where to park, and what's nearby.
Not read yet
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Nothing found
Nothing found
Playtopia is an indoor playground a 3 minute walk away for fun Chick 'n Chop on the Grill is a chicken restaurant a 4 minute walk away for food Starbucks Coffee Company is a coffee shop a 5 minute walk away for drinks Pines Boulevard & Northwest 180th Av, a bus stop, is a 3 minute walk.
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.
Not read yet
What reviews, press and directories say about West Pines.
5.0from 751 reviews on Google
Dr. Tim's skill in performing root canals and the team's focus on patient comfort set West Pines Endodontics apart, despite some billing complaints. Patients describe a welcoming and professional environment at West Pines Endodontics, where Dr. Tim and his staff prioritize comfort and clear communication. Many mention feeling at ease during procedures like root canals, thanks to the team's attentiveness and thorough explanations.
No updates from West Pines yet.
The page ChatGPT, Gemini, Perplexity and Google read about West Pines. The code version is exactly what their crawlers get.
Local AI Registry · Endodontists in Pembroke Pines, FL · Editorial
By Steve Lee, founder and CEO of Local AI Registry. Former Google Search executive and former Microsoft executive, with 20+ years in digital.
Fact-checked against 3 sources · Published September 21, 2026 · Updated September 21, 2026 · Machine-readable version below
Owner review: not yet. West Pines Endodontics has not checked this page. Claim to review it
West Pines Endodontics is an endodontist in Pembroke Pines, FL. Its AI Score is 40 of 100, which is poor.
Every fact on this page carries one of three marks: Confirmed (from their website, Google Business Profile, review sites, licensing boards, or measured by Local AI Registry), Visitor submitted (added by a person, with a date and how they know), or AI guess (what AI engines like Gemini and ChatGPT are saying, not confirmed by anyone). Every mark points to a reference at the end of this page.
| Fact | Value |
|---|---|
| Type | Endodontist |
| Address | 18044 NW 6th St, Pembroke Pines, FL 33029, USA |
| Hours | Mon to Fri 9 AM to 5 PM · Closed Sat to Sun |
| Phone | (954) 436-8500 |
| Owner | Nothing found |
| Rating | 5.0 across 751 reviews on Google |
| Known for | Nothing found |
| Prices | Nothing found |
| Quietest time | Nothing found |
| Parking | Nothing found |
| Last verified | October 21, 2026, 9:19 PM |
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 | West Pines Endodontics | Confirmed | Google Business Profile, checked Sep 21, 2026 |
| Location info | Address | 18044 NW 6th St, Pembroke Pines, FL 33029, USA | Confirmed | Google Business Profile, checked Sep 21, 2026 |
| Location info | Phone | (954) 436-8500 | Confirmed | Google Business Profile, checked Sep 21, 2026 |
| Location info | Hours | Mon to Fri 9:00 AM to 5:00 PM · Sat to Sun Closed | Confirmed | Google Business Profile, checked Sep 21, 2026 |
| Location info | Description | Endodontics Root Canal | Confirmed | Google Business Profile, checked Sep 21, 2026 |
| Hours | Monday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Sep 21, 2026 |
| Hours | Tuesday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Sep 21, 2026 |
| Hours | Wednesday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Sep 21, 2026 |
| Hours | Thursday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Sep 21, 2026 |
| Hours | Friday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Sep 21, 2026 |
| Hours | Saturday | Closed | Confirmed | Google Business Profile, checked Sep 21, 2026 |
| Hours | Sunday | Closed | Confirmed | Google Business Profile, checked Sep 21, 2026 |
| Services | Service | Officeinfo | Confirmed | Business website, checked Oct 21, 2026 |
| Services | Service | Apicoectomy | AI guess | Nothing found |
| Services | Service | Cracked teeth treatment | AI guess | Nothing found |
| Services | Service | Endodontic retreatment | AI guess | Nothing found |
| Services | Service | Root canal treatment | AI guess | Nothing found |
| Services | Service | Traumatic dental injury treatment | AI guess | Nothing found |
| Links | Website | https://www.westpinesendo.com/ | Confirmed | Google Business Profile, checked Sep 21, 2026 |
These are the 1 service West Pines offers, with the price where we have one and where it came from.
| Service | Price | Price mark | Price evidence | Service mark |
|---|---|---|---|---|
| Officeinfo | Confirmed |
None of the 5 reviews we've read names a service yet.
Nothing found
Address: 18044 NW 6th St, Pembroke Pines, FL 33029, USA. Phone: (954) 436-8500. Hours: Mon to Fri 9 AM to 5 PM · Closed Sat to Sun. (Confirmed, Google Business Profile, checked September 21, 2026 at 8:42 AM.)
Business description, written by West Pines on its Google Business Profile: "Endodontics Root Canal"
Busy times not read yet, back on Scan Day.
Nothing found
| Place | Type | Distance |
|---|---|---|
| Pines Boulevard & Northwest 180th Av | Bus stop | 3 min walk |
| Playtopia | Indoor playground | 3 min walk |
| Pines Boulevard & Northwest 178th Av | Bus stop | 4 min walk |
| Chick 'n Chop on the Grill | Chicken restaurant | 4 min walk |
| 365 Thai & Sushi | Sushi restaurant | 4 min walk |
| Throwback Tavern | Restaurant | 4 min walk |
5.0 average across 751 reviews: Google 25. (Confirmed, read September 21, 2026.)
(AI guess, from 751 reviews.)
No press story about West Pines found yet.
None named yet.
Directory listings not read yet.
West Pines hasn't posted an update here yet.
No answer yet
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We ask Gemini and ChatGPT about West Pines. These are the answers that disagree with the record.
ChatGPT and Gemini, read by Local AI Registry on Sep 21, 2026.
No capture has disagreed with the record yet.
The AI Score measures how likely AI engines are to recommend a business, and how accurately. Endodontists on the registry run 25 to 64. Fair starts at 45, good at 65. West Pines scores 40. The same method scores every business on the registry.
| Signal | Weight | Score | What it measures | West Pines |
|---|---|---|---|---|
| Retrieval grounding | 26 | 50 | 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. | Fair |
| Off-property attestation | 20 | 31 | 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. | Named in 0 of 1 answer that recommended anyone. 1 more named nobody, which is not a loss and is not scored. |
| Reviews & response | 12 | 86 | 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. | Good |
| Backlink & citation authority | 8 | 53 | Domain authority and editorial quality of the sources that attest to you. | Fair |
| Google Business Profile | 8 | 90 | Required and recommended fields; update cadence. The listing AI pulls from first. | Good |
| Speed & mobile | 7 | 75 | Core Web Vitals at the 75th percentile, on a real phone. | Good |
| Content freshness & schema | 5 | 34 | Crawl recency, intent alignment, valid JSON-LD, canonicals. | Poor |
Full method: https://localairegistry.com/methodology
When you ask ChatGPT, Gemini or Google about a local business, the AI doesn't visit it. It reads what's already written about it: the business's website, its Google Business Profile, review sites, news stories and directories like this one. Then it repeats what those sources agree on.
That's why AI gets small facts wrong. If Yelp says a place is open Mondays and the website says it isn't, the AI has to pick one. The table above shows the answers that disagree with the record today.
The more sources agree, and the more specific they are, the more confidently AI recommends a business. A review that names who helped and what they did tells an AI far more than one that says "great place."
A few checks take ten minutes and tell you more than any rating.
Steve Lee is the founder and CEO of Local AI Registry and sets its editorial standards. He is a former Google executive in Search and a former Microsoft executive, with more than 20 years in digital: search, local discovery, and how people find businesses online. He is based in Irvine.
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 West Pines |
|---|---|---|---|---|
| West Pines Endodontics | LocalBusiness | #business | https://www.westpinesendo.com/ | Subject of this page |
| Pembroke Pines, Florida | City | #city | Nothing found | City West Pines is in |
| Local AI Registry | Organization | #publisher | https://localairegistry.com | Publisher of this page |
| Steve Lee | Person | #author | https://localairegistry.com/team | Author of this page |
Where this page sits in the registry. It's one profile among the endodontists in Pembroke Pines, linked to the lists and towns around it.
Getting a business named when a neighbor asks ChatGPT, Gemini, or Perplexity for a recommendation. Some call it AI SEO, some call it generative engine optimization. Traditional SEO fights for ten blue links; this fights for the one answer an assistant says out loud. The AI Score on this page measures the eight signals that drive it.
The public record of how AI sees local business. We score every business we list by one published method, we keep the questions people ask about it in one place, and we never sell rank. Looking up any business here is free.
Assistants read public pages before they answer. This one states what the business does, what people ask about it, and what the Record answers, in one place a machine can read. Correcting what is wrong here changes what an assistant repeats next.
Registry AI writes the first answer under every question, from the Record and the public sources named beneath it. Neighbors write the rest under pseudonyms. A registered owner can reply as the business, and their reply says so.
Register the page. It is free, it takes about five minutes, and it lets you correct the Record and reply as the business. Nothing on this page is for sale, so the only thing that moves the score is the work.
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.
HTTP/2 200 content-type: text/html; charset=utf-8 link: <https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl>; rel="canonical", <https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl.md>; rel="alternate"; type="text/markdown", <https://localairegistry.com/llms.txt>; rel="describedby"
Title, description, canonical, robots and Open Graph tags. This is what shows in search results and link previews.
<meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1"> <title>West Pines Endodontics | Pembroke Pines, FL · reviews & AI Score · Local AI Registry</title> <meta name="description" content="West Pines is an endodontist in Pembroke Pines, FL. It's rated 5.0 on Google from 751 reviews. Named by 0 of 2 AI assistants."> <meta name="robots" content="index, follow"> <link rel="canonical" href="https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl"> <link rel="alternate" type="text/markdown" href="https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl.md"> <meta property="og:title" content="West Pines Endodontics · AI Score 40 of 100 · Poor"> <meta property="og:description" content="West Pines is an endodontist in Pembroke Pines, FL. It's rated 5.0 on Google from 751 reviews. Named by 0 of 2 AI assistants."> <meta property="og:url" content="https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl"> <meta property="og:site_name" content="Local AI Registry"> <meta property="og:type" content="website"> <meta name="twitter:card" content="summary_large_image"> <meta name="geo.position" content="26.0094458;-80.3871285"> <meta name="ICBM" content="26.0094458, -80.3871285"> <meta name="geo.region" content="US-FL"> <meta name="geo.placename" content="Pembroke Pines">
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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}Invites every major AI crawler by name. Many sites block them. We want this page read and cited.
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# Local AI Registry > The public record of what AI assistants say about local businesses. Every entry checked, scored, and kept current. Local AI Registry is the editorial, never-sponsored record of what local businesses are known for, and whether AI assistants actually recommend them. We score every local business the same way and rank them: website, reviews, AI visibility, and more. Eight signals, one number from 0 to 100. The heaviest is whether AI can retrieve you at all. ## Read these first - [Local AI Registry](https://localairegistry.com): AI assistants now decide which local business to recommend. - [Methodology](https://localairegistry.com/methodology): Eight signals, one number from 0 to 100. - [Leaderboards](https://localairegistry.com/leaderboards): Browse AI Score leaderboards by state, city, and category. - [About](https://localairegistry.com/about): The honest record of who AI recommends. - [Pricing](https://localairegistry.com/pricing): Four levels of presence, from a free registry entry to being the answer AI gives first in your market. - [Journal](https://localairegistry.com/journal): How AI assistants decide which local businesses to recommend, and what owners can do about it. ## Business pages - [Sitemap](https://localairegistry.com/sitemap.xml): Every business page on the registry, with the day each was last updated. - Every business page has a markdown copy at its own address with `.md` on the end. The copy holds the same facts, marks and sources as the page, in the page's order: the photos with their captions, the team and their licenses, the reviews summary, and the questions locals asked with the replies. The page names it in its head and its HTTP `Link` header.
The article as plain text: the same headings, facts, marks and sources.
# West Pines Endodontics, Pembroke Pines: an endodontist in Pembroke Pines (2026 guide) Source: Local AI Registry, https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl. Free to reuse with a link back. By Steve Lee, founder and CEO of Local AI Registry. Fact-checked against 3 sources. Updated 2026-09-21. Owner review: not yet. Canonical: https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl ## Photos -  -  -  -  -  ## In short West Pines Endodontics is an endodontist in Pembroke Pines, FL. Its AI Score is 40 of 100, which is poor. Every fact on this page carries one of three marks: Confirmed (from their website, Google Business Profile, review sites, licensing boards, or measured by Local AI Registry), Visitor submitted (added by a person, with a date and how they know), or AI guess (what AI engines like Gemini and ChatGPT are saying, not confirmed by anyone). Every mark points to a reference at the end of this page. ## Key facts | Fact | Value | | --- | --- | | Type | Endodontist | | Address | 18044 NW 6th St, Pembroke Pines, FL 33029, USA | | Hours | Mon to Fri 9 AM to 5 PM · Closed Sat to Sun | | Phone | (954) 436-8500 | | Owner | Nothing found | | Rating | 5.0 across 751 reviews on Google | | Known for | Nothing found | | Prices | Nothing found | | Quietest time | Nothing found | | Parking | Nothing found | | Last verified | October 21, 2026, 9:19 PM | ## 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 | West Pines Endodontics | Confirmed | Google Business Profile, checked Sep 21, 2026 | | Location info | Address | 18044 NW 6th St, Pembroke Pines, FL 33029, USA | Confirmed | Google Business Profile, checked Sep 21, 2026 | | Location info | Phone | (954) 436-8500 | Confirmed | Google Business Profile, checked Sep 21, 2026 | | Location info | Hours | Mon to Fri 9:00 AM to 5:00 PM · Sat to Sun Closed | Confirmed | Google Business Profile, checked Sep 21, 2026 | | Location info | Description | Endodontics Root Canal | Confirmed | Google Business Profile, checked Sep 21, 2026 | | Hours | Monday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Sep 21, 2026 | | Hours | Tuesday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Sep 21, 2026 | | Hours | Wednesday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Sep 21, 2026 | | Hours | Thursday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Sep 21, 2026 | | Hours | Friday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Sep 21, 2026 | | Hours | Saturday | Closed | Confirmed | Google Business Profile, checked Sep 21, 2026 | | Hours | Sunday | Closed | Confirmed | Google Business Profile, checked Sep 21, 2026 | | Services | Service | Officeinfo | Confirmed | Business website, checked Oct 21, 2026 | | Services | Service | Apicoectomy | AI guess | Nothing found | | Services | Service | Cracked teeth treatment | AI guess | Nothing found | | Services | Service | Endodontic retreatment | AI guess | Nothing found | | Services | Service | Root canal treatment | AI guess | Nothing found | | Services | Service | Traumatic dental injury treatment | AI guess | Nothing found | | Links | Website | https://www.westpinesendo.com/ | Confirmed | Google Business Profile, checked Sep 21, 2026 | ## Services and prices These are the 1 service West Pines offers, with the price where we have one and where it came from. | Service | Price | Price mark | Price evidence | Service mark | | --- | --- | --- | --- | --- | | Officeinfo | | | | Confirmed | ### Known for None of the 5 reviews we've read names a service yet. ## The team Nothing found ## Visiting West Pines Address: 18044 NW 6th St, Pembroke Pines, FL 33029, USA. Phone: (954) 436-8500. Hours: Mon to Fri 9 AM to 5 PM · Closed Sat to Sun. (Confirmed, Google Business Profile, checked September 21, 2026 at 8:42 AM.) ### Location info from Google Business Profile Business description, written by West Pines on its Google Business Profile: "Endodontics Root Canal" ### When to go Busy times not read yet, back on Scan Day. ### Parking and getting in Nothing found ### Nearby | Place | Type | Distance | | --- | --- | --- | | Pines Boulevard & Northwest 180th Av | Bus stop | 3 min walk | | Playtopia | Indoor playground | 3 min walk | | Pines Boulevard & Northwest 178th Av | Bus stop | 4 min walk | | Chick 'n Chop on the Grill | Chicken restaurant | 4 min walk | | 365 Thai & Sushi | Sushi restaurant | 4 min walk | | Throwback Tavern | Restaurant | 4 min walk | ## Reputation 5.0 average across 751 reviews: Google 25. (Confirmed, read September 21, 2026.) (AI guess, from 751 reviews.) ### What people like - Friendly and professional staff - Clear explanations of procedures ### What people do not like - Billing department issues - Unprofessional front desk interactions ### Press No press story about West Pines found yet. ### Awards None named yet. ### Directories Directory listings not read yet. ## Recent updates from West Pines West Pines hasn't posted an update here yet. ## Questions people ask ### lunch near 6th, what is good No answer yet ### anyone actually happy with this place? No answer yet ### planning a Saturday visit, is that a wasted trip No answer yet ### address for this place, anyone have it? No answer yet ### opening hours at West Pines in Pembroke Pines, what are they these days? No answer yet ### how do I reach West Pines to sort something out? No answer yet ### Worth the hype at West Pines? No answer yet ### budget options in Pembroke Pines, what is decent No answer yet ### best endodontist in Pembroke Pines, FL No answer yet ### bad experiences here, anyone? No answer yet ### last update from here was when? No answer yet ### picking between the two, is Endodontic Specialty the safer bet? No answer yet ### when is this place actually dead? No answer yet ### does West Pines ever have cancellations No answer yet ### is there a rewards thing at West Pines No answer yet ### trying to book here, how long is the wait? No answer yet ### anything I should sort out before a first visit here? No answer yet ### Street parking near here, any good? No answer yet ### booked my first appointment here, how does it go No answer yet ### Any names worth asking for? No answer yet ## What AI gets wrong about West Pines We ask Gemini and ChatGPT about West Pines. These are the answers that disagree with the record. ChatGPT and Gemini, read by Local AI Registry on Sep 21, 2026. No capture has disagreed with the record yet. ## The AI Score: 40 of 100 The AI Score measures how likely AI engines are to recommend a business, and how accurately. Endodontists on the registry run 25 to 64. Fair starts at 45, good at 65. West Pines scores 40. The same method scores every business on the registry. | Signal | Weight | Score | What it measures | West Pines | | --- | --- | --- | --- | --- | | Retrieval grounding | 26 | 50 | 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. | Fair | | Off-property attestation | 20 | 31 | 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. | Named in 0 of 1 answer that recommended anyone. 1 more named nobody, which is not a loss and is not scored. | | Reviews & response | 12 | 86 | 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. | Good | | Backlink & citation authority | 8 | 53 | Domain authority and editorial quality of the sources that attest to you. | Fair | | Google Business Profile | 8 | 90 | Required and recommended fields; update cadence. The listing AI pulls from first. | Good | | Speed & mobile | 7 | 75 | Core Web Vitals at the 75th percentile, on a real phone. | Good | | Content freshness & schema | 5 | 34 | Crawl recency, intent alignment, valid JSON-LD, canonicals. | Poor | Full method: https://localairegistry.com/methodology ## How AI decides what to tell you about an endodontist When you ask ChatGPT, Gemini or Google about a local business, the AI doesn't visit it. It reads what's already written about it: the business's website, its Google Business Profile, review sites, news stories and directories like this one. Then it repeats what those sources agree on. That's why AI gets small facts wrong. If Yelp says a place is open Mondays and the website says it isn't, the AI has to pick one. The table above shows the answers that disagree with the record today. The more sources agree, and the more specific they are, the more confidently AI recommends a business. A review that names who helped and what they did tells an AI far more than one that says "great place." ## How to choose an endodontist in Florida, with or without AI A few checks take ten minutes and tell you more than any rating. - Check that the hours and phone number match on Google, Yelp and the business's own website. Mismatches are how people end up at a locked door. - Read reviews that name a person and what they did. Vague praise is easy to fake. - Look for recent reviews and recent posts. A page nobody has touched in a year may not match the business today. - Ask for the price before you go, and ask what it includes. - Where the work needs a license, ask whose license it is and look it up with Florida. ## How to read the marks on this page - Confirmed (solid circle): from a known source. The business website, its Google Business Profile, review sites like Yelp, Healthgrades and RealSelf, a licensing board, or measured by Local AI Registry. - Visitor submitted (hollow circle): added or corrected by a person, with the date and how they know, like a phone call or a visit. - AI guess (hollow triangle): what AI engines are saying right now. Nobody has confirmed it. ## About the author Steve Lee is the founder and CEO of Local AI Registry and sets its editorial standards. He is a former Google executive in Search and a former Microsoft executive, with more than 20 years in digital: search, local discovery, and how people find businesses online. He is based in Irvine. - Expertise: search at Google and Microsoft, AI search, answer engine optimization, generative engine optimization, local SEO, structured data and entity mapping. - Industry: medical aesthetics, injectables, med spa operations and marketing. - Disclosure: Local AI Registry sells services to business owners, including West Pines if it claims this page. That does not change what this page says. Every fact carries its source. ## 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 West Pines | | --- | --- | --- | --- | --- | | West Pines Endodontics | LocalBusiness | #business | https://www.westpinesendo.com/ | Subject of this page | | Pembroke Pines, Florida | City | #city | Nothing found | City West Pines is in | | Local AI Registry | Organization | #publisher | https://localairegistry.com | Publisher of this page | | Steve Lee | Person | #author | https://localairegistry.com/team | Author of this page | ## Topical map Where this page sits in the registry. It's one profile among the endodontists in Pembroke Pines, linked to the lists and towns around it. ### Lists - Best endodontists in Pembroke Pines: https://localairegistry.com/leaderboards/fl/pembroke-pines/endodontist - Best businesses in Pembroke Pines: https://localairegistry.com/leaderboards/fl/pembroke-pines ### Nearby - /west-palm-beach: https://localairegistry.com/leaderboards/fl/west-palm-beach - /miami: https://localairegistry.com/leaderboards/fl/miami - /boca-raton: https://localairegistry.com/leaderboards/fl/boca-raton - /tampa: https://localairegistry.com/leaderboards/fl/tampa - /coral-springs: https://localairegistry.com/leaderboards/fl/coral-springs - /fort-lauderdale: https://localairegistry.com/leaderboards/fl/fort-lauderdale ### Every list - Every leaderboard in Florida: https://localairegistry.com/leaderboards/fl ## Frequently asked questions ### What is AI search optimization for local business? Getting a business named when a neighbor asks ChatGPT, Gemini, or Perplexity for a recommendation. Some call it AI SEO, some call it generative engine optimization. Traditional SEO fights for ten blue links; this fights for the one answer an assistant says out loud. The AI Score on this page measures the eight signals that drive it. ### What is Local AI Registry? The public record of how AI sees local business. We score every business we list by one published method, we keep the questions people ask about it in one place, and we never sell rank. Looking up any business here is free. ### How does this page help a business get recommended by AI? Assistants read public pages before they answer. This one states what the business does, what people ask about it, and what the Record answers, in one place a machine can read. Correcting what is wrong here changes what an assistant repeats next. ### Who writes the answers here? Registry AI writes the first answer under every question, from the Record and the public sources named beneath it. Neighbors write the rest under pseudonyms. A registered owner can reply as the business, and their reply says so. ### I own West Pines Endodontics. How do I fix something or rank higher? Register the page. It is free, it takes about five minutes, and it lets you correct the Record and reply as the business. Nothing on this page is for sale, so the only thing that moves the score is the work. ## References ### Sources cited - [1] Google Business Profile, https://www.google.com/maps/place/?q=place_id:ChIJB8lkDl6h2YgRnjHGZi26y6s (accessed Sep 21, 2026) - [2] westpinesendo.com, http://www.westpinesendo.com/officeinfo (accessed Oct 21, 2026) - [3] AI engine output: ChatGPT and Gemini, read by Local AI Registry on Sep 21, 2026, https://localairegistry.com/methodology (accessed Oct 21, 2026)
Every file above is free to copy for your own business page. Keep the attribution links to Local AI Registry (https://localairegistry.com) in place: they tell AI engines where the method comes from, and they help us keep this free.
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.
Copy the code, the facts or the reviews. Keep the reference links so readers can check the source. Businesses can post a line like this on their own site:
<p>Read what our neighbors say about us on <a href="https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl">Local AI Registry</a>.</p>
Or a blog post: “Learn about our customers' experiences, verified by neighbors, on our Local AI Registry page.”
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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</head>
<body>
<main>
<article>
<header>
<p>Local AI Registry · Endodontists in Pembroke Pines, FL · Editorial</p>
<h2>West Pines Endodontics, Pembroke Pines: an endodontist in Pembroke Pines (2026 guide)</h2>
<p>By Steve Lee, founder and CEO of Local AI Registry. Former Google Search executive and former Microsoft executive, with 20+ years in digital.</p>
<p>Fact-checked against 3 sources · Published September 21, 2026 · Updated September 21, 2026 · Machine-readable version below</p>
<p>Owner review: not yet. West Pines Endodontics has not checked this page.</p>
</header>
<section id="ai-in-short">
<h3>In short</h3>
<p>West Pines Endodontics is an endodontist in Pembroke Pines, FL. Its AI Score is 40 of 100, which is poor.</p>
<p>Every fact on this page carries one of three marks: Confirmed (from their website, Google Business Profile, review sites, licensing boards, or measured by Local AI Registry), Visitor submitted (added by a person, with a date and how they know), or AI guess (what AI engines like Gemini and ChatGPT are saying, not confirmed by anyone). Every mark points to a reference at the end of this page.</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>Endodontist</td></tr>
<tr><td>Address</td><td>18044 NW 6th St, Pembroke Pines, FL 33029, USA</td></tr>
<tr><td>Hours</td><td>Mon to Fri 9 AM to 5 PM · Closed Sat to Sun</td></tr>
<tr><td>Phone</td><td>(954) 436-8500</td></tr>
<tr><td>Owner</td><td>Nothing found</td></tr>
<tr><td>Rating</td><td>5.0 across 751 reviews on Google</td></tr>
<tr><td>Known for</td><td>Nothing found</td></tr>
<tr><td>Prices</td><td>Nothing found</td></tr>
<tr><td>Quietest time</td><td>Nothing found</td></tr>
<tr><td>Parking</td><td>Nothing found</td></tr>
<tr><td>Last verified</td><td>October 21, 2026, 9:19 PM</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>West Pines Endodontics</td><td>Confirmed</td><td>Google Business Profile, checked Sep 21, 2026</td></tr>
<tr><td>Location info</td><td>Address</td><td>18044 NW 6th St, Pembroke Pines, FL 33029, USA</td><td>Confirmed</td><td>Google Business Profile, checked Sep 21, 2026</td></tr>
<tr><td>Location info</td><td>Phone</td><td>(954) 436-8500</td><td>Confirmed</td><td>Google Business Profile, checked Sep 21, 2026</td></tr>
<tr><td>Location info</td><td>Hours</td><td>Mon to Fri 9:00 AM to 5:00 PM · Sat to Sun Closed</td><td>Confirmed</td><td>Google Business Profile, checked Sep 21, 2026</td></tr>
<tr><td>Location info</td><td>Description</td><td>Endodontics Root Canal</td><td>Confirmed</td><td>Google Business Profile, checked Sep 21, 2026</td></tr>
<tr><td>Hours</td><td>Monday</td><td>9:00 AM to 5:00 PM</td><td>Confirmed</td><td>Google Business Profile, checked Sep 21, 2026</td></tr>
<tr><td>Hours</td><td>Tuesday</td><td>9:00 AM to 5:00 PM</td><td>Confirmed</td><td>Google Business Profile, checked Sep 21, 2026</td></tr>
<tr><td>Hours</td><td>Wednesday</td><td>9:00 AM to 5:00 PM</td><td>Confirmed</td><td>Google Business Profile, checked Sep 21, 2026</td></tr>
<tr><td>Hours</td><td>Thursday</td><td>9:00 AM to 5:00 PM</td><td>Confirmed</td><td>Google Business Profile, checked Sep 21, 2026</td></tr>
<tr><td>Hours</td><td>Friday</td><td>9:00 AM to 5:00 PM</td><td>Confirmed</td><td>Google Business Profile, checked Sep 21, 2026</td></tr>
<tr><td>Hours</td><td>Saturday</td><td>Closed</td><td>Confirmed</td><td>Google Business Profile, checked Sep 21, 2026</td></tr>
<tr><td>Hours</td><td>Sunday</td><td>Closed</td><td>Confirmed</td><td>Google Business Profile, checked Sep 21, 2026</td></tr>
<tr><td>Services</td><td>Service</td><td>Officeinfo</td><td>Confirmed</td><td>Business website, checked Oct 21, 2026</td></tr>
<tr><td>Services</td><td>Service</td><td>Apicoectomy</td><td>AI guess</td><td>Nothing found</td></tr>
<tr><td>Services</td><td>Service</td><td>Cracked teeth treatment</td><td>AI guess</td><td>Nothing found</td></tr>
<tr><td>Services</td><td>Service</td><td>Endodontic retreatment</td><td>AI guess</td><td>Nothing found</td></tr>
<tr><td>Services</td><td>Service</td><td>Root canal treatment</td><td>AI guess</td><td>Nothing found</td></tr>
<tr><td>Services</td><td>Service</td><td>Traumatic dental injury treatment</td><td>AI guess</td><td>Nothing found</td></tr>
<tr><td>Links</td><td>Website</td><td>https://www.westpinesendo.com/</td><td>Confirmed</td><td>Google Business Profile, checked Sep 21, 2026</td></tr>
</tbody>
</table>
</section>
<section id="ai-services-and-prices">
<h3>Services and prices</h3>
<p>These are the 1 service West Pines offers, with the price where we have one and where it came from.</p>
<table>
<thead><tr><th scope="col">Service</th><th scope="col">Price</th><th scope="col">Price mark</th><th scope="col">Price evidence</th><th scope="col">Service mark</th></tr></thead>
<tbody>
<tr><td>Officeinfo</td><td></td><td></td><td></td><td>Confirmed</td></tr>
</tbody>
</table>
<h4>Known for</h4>
<p>None of the 5 reviews we've read names a service yet.</p>
</section>
<section id="ai-the-team">
<h3>The team</h3>
<p>Nothing found</p>
</section>
<section id="ai-visiting-west-pines">
<h3>Visiting West Pines</h3>
<p>Address: 18044 NW 6th St, Pembroke Pines, FL 33029, USA. Phone: (954) 436-8500. Hours: Mon to Fri 9 AM to 5 PM · Closed Sat to Sun. (Confirmed, Google Business Profile, checked September 21, 2026 at 8:42 AM.)</p>
<h4>Location info from Google Business Profile</h4>
<p>Business description, written by West Pines on its Google Business Profile: "Endodontics Root Canal"</p>
<h4>When to go</h4>
<p>Busy times not read yet, back on Scan Day.</p>
<h4>Parking and getting in</h4>
<p>Nothing found</p>
<h4>Nearby</h4>
<table>
<thead><tr><th scope="col">Place</th><th scope="col">Type</th><th scope="col">Distance</th></tr></thead>
<tbody>
<tr><td>Pines Boulevard & Northwest 180th Av</td><td>Bus stop</td><td>3 min walk</td></tr>
<tr><td>Playtopia</td><td>Indoor playground</td><td>3 min walk</td></tr>
<tr><td>Pines Boulevard & Northwest 178th Av</td><td>Bus stop</td><td>4 min walk</td></tr>
<tr><td>Chick 'n Chop on the Grill</td><td>Chicken restaurant</td><td>4 min walk</td></tr>
<tr><td>365 Thai & Sushi</td><td>Sushi restaurant</td><td>4 min walk</td></tr>
<tr><td>Throwback Tavern</td><td>Restaurant</td><td>4 min walk</td></tr>
</tbody>
</table>
</section>
<section id="ai-reputation">
<h3>Reputation</h3>
<p>5.0 average across 751 reviews: Google 25. (Confirmed, read September 21, 2026.)</p>
<p> (AI guess, from 751 reviews.)</p>
<h4>What people like</h4>
<ul>
<li>Friendly and professional staff</li>
<li>Clear explanations of procedures</li>
</ul>
<h4>What people do not like</h4>
<ul>
<li>Billing department issues</li>
<li>Unprofessional front desk interactions</li>
</ul>
<h4>Press</h4>
<p>No press story about West Pines found yet.</p>
<h4>Awards</h4>
<p>None named yet.</p>
<h4>Directories</h4>
<p>Directory listings not read yet.</p>
</section>
<section id="ai-recent-updates-from-west-pines">
<h3>Recent updates from West Pines</h3>
<p>West Pines hasn't posted an update here yet.</p>
</section>
<section id="ai-questions-people-ask">
<h3>Questions people ask</h3>
<h4>lunch near 6th, what is good</h4>
<p>No answer yet</p>
<h4>anyone actually happy with this place?</h4>
<p>No answer yet</p>
<h4>planning a Saturday visit, is that a wasted trip</h4>
<p>No answer yet</p>
<h4>address for this place, anyone have it?</h4>
<p>No answer yet</p>
<h4>opening hours at West Pines in Pembroke Pines, what are they these days?</h4>
<p>No answer yet</p>
<h4>how do I reach West Pines to sort something out?</h4>
<p>No answer yet</p>
<h4>Worth the hype at West Pines?</h4>
<p>No answer yet</p>
<h4>budget options in Pembroke Pines, what is decent</h4>
<p>No answer yet</p>
<h4>best endodontist in Pembroke Pines, FL</h4>
<p>No answer yet</p>
<h4>bad experiences here, anyone?</h4>
<p>No answer yet</p>
<h4>last update from here was when?</h4>
<p>No answer yet</p>
<h4>picking between the two, is Endodontic Specialty the safer bet?</h4>
<p>No answer yet</p>
<h4>when is this place actually dead?</h4>
<p>No answer yet</p>
<h4>does West Pines ever have cancellations</h4>
<p>No answer yet</p>
<h4>is there a rewards thing at West Pines</h4>
<p>No answer yet</p>
<h4>trying to book here, how long is the wait?</h4>
<p>No answer yet</p>
<h4>anything I should sort out before a first visit here?</h4>
<p>No answer yet</p>
<h4>Street parking near here, any good?</h4>
<p>No answer yet</p>
<h4>booked my first appointment here, how does it go</h4>
<p>No answer yet</p>
<h4>Any names worth asking for?</h4>
<p>No answer yet</p>
</section>
<section id="ai-what-ai-gets-wrong">
<h3>What AI gets wrong about West Pines</h3>
<p>We ask Gemini and ChatGPT about West Pines. These are the answers that disagree with the record.</p>
<p>ChatGPT and Gemini, read by Local AI Registry on Sep 21, 2026.</p>
<p>No capture has disagreed with the record yet.</p>
</section>
<section id="ai-score">
<h3>The AI Score: 40 of 100</h3>
<p>The AI Score measures how likely AI engines are to recommend a business, and how accurately. Endodontists on the registry run 25 to 64. Fair starts at 45, good at 65. West Pines scores 40. 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">West Pines</th></tr></thead>
<tbody>
<tr><td>Retrieval grounding</td><td>26</td><td>50</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>Fair</td></tr>
<tr><td>Off-property attestation</td><td>20</td><td>31</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>Named in 0 of 1 answer that recommended anyone. 1 more named nobody, which is not a loss and is not scored.</td></tr>
<tr><td>Reviews & response</td><td>12</td><td>86</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>Good</td></tr>
<tr><td>Backlink & citation authority</td><td>8</td><td>53</td><td>Domain authority and editorial quality of the sources that attest to you.</td><td>Fair</td></tr>
<tr><td>Google Business Profile</td><td>8</td><td>90</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>75</td><td>Core Web Vitals at the 75th percentile, on a real phone.</td><td>Good</td></tr>
<tr><td>Content freshness & schema</td><td>5</td><td>34</td><td>Crawl recency, intent alignment, valid JSON-LD, canonicals.</td><td>Poor</td></tr>
</tbody>
</table>
<p>Full method: https://localairegistry.com/methodology</p>
</section>
<section id="ai-how-ai-decides-what-to-tell-you-about-an-endodontist">
<h3>How AI decides what to tell you about an endodontist</h3>
<p>When you ask ChatGPT, Gemini or Google about a local business, the AI doesn't visit it. It reads what's already written about it: the business's website, its Google Business Profile, review sites, news stories and directories like this one. Then it repeats what those sources agree on.</p>
<p>That's why AI gets small facts wrong. If Yelp says a place is open Mondays and the website says it isn't, the AI has to pick one. The table above shows the answers that disagree with the record today.</p>
<p>The more sources agree, and the more specific they are, the more confidently AI recommends a business. A review that names who helped and what they did tells an AI far more than one that says "great place."</p>
</section>
<section id="ai-how-to-choose-an-endodontist-in-florida-with-or-without-ai">
<h3>How to choose an endodontist in Florida, with or without AI</h3>
<p>A few checks take ten minutes and tell you more than any rating.</p>
<ul>
<li>Check that the hours and phone number match on Google, Yelp and the business's own website. Mismatches are how people end up at a locked door.</li>
<li>Read reviews that name a person and what they did. Vague praise is easy to fake.</li>
<li>Look for recent reviews and recent posts. A page nobody has touched in a year may not match the business today.</li>
<li>Ask for the price before you go, and ask what it includes.</li>
<li>Where the work needs a license, ask whose license it is and look it up with Florida.</li>
</ul>
</section>
<section id="ai-how-to-read-the-marks-on-this-page">
<h3>How to read the marks on this page</h3>
<ul>
<li>Confirmed (solid circle): from a known source. The business website, its Google Business Profile, review sites like Yelp, Healthgrades and RealSelf, a licensing board, or measured by Local AI Registry.</li>
<li>Visitor submitted (hollow circle): added or corrected by a person, with the date and how they know, like a phone call or a visit.</li>
<li>AI guess (hollow triangle): what AI engines are saying right now. Nobody has confirmed it.</li>
</ul>
</section>
<section id="ai-about-the-author">
<h3>About the author</h3>
<p>Steve Lee is the founder and CEO of Local AI Registry and sets its editorial standards. He is a former Google executive in Search and a former Microsoft executive, with more than 20 years in digital: search, local discovery, and how people find businesses online. He is based in Irvine.</p>
<ul>
<li>Expertise: search at Google and Microsoft, AI search, answer engine optimization, generative engine optimization, local SEO, structured data and entity mapping.</li>
<li>Industry: medical aesthetics, injectables, med spa operations and marketing.</li>
<li>Disclosure: Local AI Registry sells services to business owners, including West Pines if it claims this page. That does not change what this page says. Every fact carries its source.</li>
</ul>
</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 West Pines</th></tr></thead>
<tbody>
<tr><td>West Pines Endodontics</td><td>LocalBusiness</td><td>#business</td><td>https://www.westpinesendo.com/</td><td>Subject of this page</td></tr>
<tr><td>Pembroke Pines, Florida</td><td>City</td><td>#city</td><td>Nothing found</td><td>City West Pines 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</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 endodontists in Pembroke Pines, linked to the lists and towns around it.</p>
<h4>Lists</h4>
<ul>
<li>Best endodontists in Pembroke Pines: https://localairegistry.com/leaderboards/fl/pembroke-pines/endodontist</li>
<li>Best businesses in Pembroke Pines: https://localairegistry.com/leaderboards/fl/pembroke-pines</li>
</ul>
<h4>Nearby</h4>
<ul>
<li>/west-palm-beach: https://localairegistry.com/leaderboards/fl/west-palm-beach</li>
<li>/miami: https://localairegistry.com/leaderboards/fl/miami</li>
<li>/boca-raton: https://localairegistry.com/leaderboards/fl/boca-raton</li>
<li>/tampa: https://localairegistry.com/leaderboards/fl/tampa</li>
<li>/coral-springs: https://localairegistry.com/leaderboards/fl/coral-springs</li>
<li>/fort-lauderdale: https://localairegistry.com/leaderboards/fl/fort-lauderdale</li>
</ul>
<h4>Every list</h4>
<ul>
<li>Every leaderboard in Florida: https://localairegistry.com/leaderboards/fl</li>
</ul>
</section>
<section id="ai-frequently-asked-questions">
<h3>Frequently asked questions</h3>
<h4>What is AI search optimization for local business?</h4>
<p>Getting a business named when a neighbor asks ChatGPT, Gemini, or Perplexity for a recommendation. Some call it AI SEO, some call it generative engine optimization. Traditional SEO fights for ten blue links; this fights for the one answer an assistant says out loud. The AI Score on this page measures the eight signals that drive it.</p>
<h4>What is Local AI Registry?</h4>
<p>The public record of how AI sees local business. We score every business we list by one published method, we keep the questions people ask about it in one place, and we never sell rank. Looking up any business here is free.</p>
<h4>How does this page help a business get recommended by AI?</h4>
<p>Assistants read public pages before they answer. This one states what the business does, what people ask about it, and what the Record answers, in one place a machine can read. Correcting what is wrong here changes what an assistant repeats next.</p>
<h4>Who writes the answers here?</h4>
<p>Registry AI writes the first answer under every question, from the Record and the public sources named beneath it. Neighbors write the rest under pseudonyms. A registered owner can reply as the business, and their reply says so.</p>
<h4>I own West Pines Endodontics. How do I fix something or rank higher?</h4>
<p>Register the page. It is free, it takes about five minutes, and it lets you correct the Record and reply as the business. Nothing on this page is for sale, so the only thing that moves the score is the work.</p>
</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:ChIJB8lkDl6h2YgRnjHGZi26y6s (accessed Sep 21, 2026)</li>
<li>[2] westpinesendo.com, http://www.westpinesendo.com/officeinfo (accessed Oct 21, 2026)</li>
<li>[3] AI engine output: ChatGPT and Gemini, read by Local AI Registry on Sep 21, 2026, https://localairegistry.com/methodology (accessed Oct 21, 2026)</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.