Local AI Registry
Not claimed yetEndodontist · Pembroke Pines

West Pines Endodontics

West Pines Endodontics, Pembroke Pines, Florida[Photo 1]
[Photo 2]
[Photo 3]

5.0 · 751 reviewsOpen 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.

ConfirmedVisitorAI guess

Endodontics Root Canal

Owned by no one, yet

Unclaimed · Never replied

Is this you? Claim it

AI checked this page on Sep 21, 2026Last activity 1 month ago, a question from rinse_bram.

Answers marked AI. Summaries of reviews and the record. Not medical advice.

Services

What West Pines offers, what it costs, and what people come for.

Known for

None of the 5 reviews we've read names a service yet.

The menu

  • OfficeinfoEndodontistAsk
No code detected[Photo 1]
No code detected[Photo 2]
No code detected[Photo 3]
No code detected[Photo 4]

Team

Who you'll see, and whether their licenses check out. We check the license before a new person shows as confirmed.

No one is named here yet. The owner can add who works here.

Today9 AM to 5 PM
ParkingNothing found

Busy times

Not read yet

Reputation

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.

  • 5100%
  • 40%
  • 30%
  • 20%
  • 10%
Would go back100%100% of reviews give the visit 4 or 5 stars. We assume a good visit means they'd go back.Positive 100%, 4 or 5 stars · Neutral 0%, 3 stars · Negative 0%, 1 or 2 stars
The good
  • Dr. Tim's expertise in root canals
  • Friendly and professional staff
  • Clear explanations of procedures
The bad
  • Billing department issues
  • Unprofessional front desk interactions

Press and awards

Add press AI can read
In the pressNot read yet
Not covered yetNot checked yet
AwardsNot read yet
DirectoryListedMatches their site
2222 directories AI readsNot checked yetNot checked yet

No updates from West Pines yet.

What AI reads

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

West Pines Endodontics, Pembroke Pines: an endodontist in Pembroke Pines (2026 guide)

Steve Lee

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

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

FactValue
TypeEndodontist
Address18044 NW 6th St, Pembroke Pines, FL 33029, USA
HoursMon to Fri 9 AM to 5 PM · Closed Sat to Sun
Phone(954) 436-8500
OwnerNothing found
Rating5.0 across 751 reviews on Google
Known forNothing found
PricesNothing found
Quietest timeNothing found
ParkingNothing found
Last verifiedOctober 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.

GroupFactValueMarkEvidence
Location infoNameWest Pines EndodonticsConfirmedGoogle Business Profile, checked Sep 21, 2026
Location infoAddress18044 NW 6th St, Pembroke Pines, FL 33029, USAConfirmedGoogle Business Profile, checked Sep 21, 2026
Location infoPhone(954) 436-8500ConfirmedGoogle Business Profile, checked Sep 21, 2026
Location infoHoursMon to Fri 9:00 AM to 5:00 PM · Sat to Sun ClosedConfirmedGoogle Business Profile, checked Sep 21, 2026
Location infoDescriptionEndodontics Root CanalConfirmedGoogle Business Profile, checked Sep 21, 2026
HoursMonday9:00 AM to 5:00 PMConfirmedGoogle Business Profile, checked Sep 21, 2026
HoursTuesday9:00 AM to 5:00 PMConfirmedGoogle Business Profile, checked Sep 21, 2026
HoursWednesday9:00 AM to 5:00 PMConfirmedGoogle Business Profile, checked Sep 21, 2026
HoursThursday9:00 AM to 5:00 PMConfirmedGoogle Business Profile, checked Sep 21, 2026
HoursFriday9:00 AM to 5:00 PMConfirmedGoogle Business Profile, checked Sep 21, 2026
HoursSaturdayClosedConfirmedGoogle Business Profile, checked Sep 21, 2026
HoursSundayClosedConfirmedGoogle Business Profile, checked Sep 21, 2026
ServicesServiceOfficeinfoConfirmedBusiness website, checked Oct 21, 2026
ServicesServiceApicoectomyAI guessNothing found
ServicesServiceCracked teeth treatmentAI guessNothing found
ServicesServiceEndodontic retreatmentAI guessNothing found
ServicesServiceRoot canal treatmentAI guessNothing found
ServicesServiceTraumatic dental injury treatmentAI guessNothing found
LinksWebsitehttps://www.westpinesendo.com/ConfirmedGoogle 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.

ServicePricePrice markPrice evidenceService mark
OfficeinfoConfirmed

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

PlaceTypeDistance
Pines Boulevard & Northwest 180th AvBus stop3 min walk
PlaytopiaIndoor playground3 min walk
Pines Boulevard & Northwest 178th AvBus stop4 min walk
Chick 'n Chop on the GrillChicken restaurant4 min walk
365 Thai & SushiSushi restaurant4 min walk
Throwback TavernRestaurant4 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.

SignalWeightScoreWhat it measuresWest Pines
Retrieval grounding2650Whether 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 attestation2031Volume and consistency of what others say about you: YouTube mentions, branded web mentions, third-party “best-of” lists. The cause of retrievability.Poor
AI visibility140Whether 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 & response1286The 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 authority853Domain authority and editorial quality of the sources that attest to you.Fair
Google Business Profile890Required and recommended fields; update cadence. The listing AI pulls from first.Good
Speed & mobile775Core Web Vitals at the 75th percentile, on a real phone.Good
Content freshness & schema534Crawl 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.

EntityTypeID on this pageSame asRelationship to West Pines
West Pines EndodonticsLocalBusiness#businesshttps://www.westpinesendo.com/Subject of this page
Pembroke Pines, FloridaCity#cityNothing foundCity West Pines is in
Local AI RegistryOrganization#publisherhttps://localairegistry.comPublisher of this page
Steve LeePerson#authorhttps://localairegistry.com/teamAuthor 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.

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)

The code behind this page

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.

1. HTTP response headers

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"

2. Head tags

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 &amp; 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">
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<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">

3. Structured data (JSON-LD)

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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          "@type": "Question",
          "name": "What is AI search optimization for local business?",
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          }
        },
        {
          "@type": "Question",
          "name": "What is Local AI Registry?",
          "acceptedAnswer": {
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          }
        },
        {
          "@type": "Question",
          "name": "How does this page help a business get recommended by AI?",
          "acceptedAnswer": {
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            "text": "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."
          }
        },
        {
          "@type": "Question",
          "name": "Who writes the answers here?",
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          }
        },
        {
          "@type": "Question",
          "name": "I own West Pines Endodontics. How do I fix something or rank higher?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "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."
          }
        }
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    },
    {
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        },
        {
          "@type": "ListItem",
          "position": 2,
          "name": "anyone actually happy with this place?",
          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/anyone-actually-happy-with-this-place"
        },
        {
          "@type": "ListItem",
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          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/planning-a-saturday-visit-is-that-a-wasted-trip"
        },
        {
          "@type": "ListItem",
          "position": 4,
          "name": "address for this place, anyone have it?",
          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/address-for-this-place-anyone-have-it"
        },
        {
          "@type": "ListItem",
          "position": 5,
          "name": "opening hours at West Pines in Pembroke Pines, what are they these days?",
          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/opening-hours-at-west-pines-in-pembroke-pines-what-are-they-these-days"
        },
        {
          "@type": "ListItem",
          "position": 6,
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          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/how-do-i-reach-west-pines-to-sort-something-out"
        },
        {
          "@type": "ListItem",
          "position": 7,
          "name": "Worth the hype at West Pines?",
          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/worth-the-hype-at-west-pines"
        },
        {
          "@type": "ListItem",
          "position": 8,
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          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/budget-options-in-pembroke-pines-what-is-decent"
        },
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          "@type": "ListItem",
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        },
        {
          "@type": "ListItem",
          "position": 10,
          "name": "bad experiences here, anyone?",
          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/bad-experiences-here-anyone"
        },
        {
          "@type": "ListItem",
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          "name": "last update from here was when?",
          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/last-update-from-here-was-when"
        },
        {
          "@type": "ListItem",
          "position": 12,
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        },
        {
          "@type": "ListItem",
          "position": 13,
          "name": "when is this place actually dead?",
          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/when-is-this-place-actually-dead"
        },
        {
          "@type": "ListItem",
          "position": 14,
          "name": "does West Pines ever have cancellations",
          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/does-west-pines-ever-have-cancellations"
        },
        {
          "@type": "ListItem",
          "position": 15,
          "name": "is there a rewards thing at West Pines",
          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/is-there-a-rewards-thing-at-west-pines"
        },
        {
          "@type": "ListItem",
          "position": 16,
          "name": "trying to book here, how long is the wait?",
          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/trying-to-book-here-how-long-is-the-wait"
        },
        {
          "@type": "ListItem",
          "position": 17,
          "name": "anything I should sort out before a first visit here?",
          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/anything-i-should-sort-out-before-a-first-visit-here"
        },
        {
          "@type": "ListItem",
          "position": 18,
          "name": "Street parking near here, any good?",
          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/street-parking-near-here-any-good"
        },
        {
          "@type": "ListItem",
          "position": 19,
          "name": "booked my first appointment here, how does it go",
          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/booked-my-first-appointment-here-how-does-it-go"
        },
        {
          "@type": "ListItem",
          "position": 20,
          "name": "Any names worth asking for?",
          "url": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/any-names-worth-asking-for"
        }
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      "itemListElement": [
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          "@type": "ListItem",
          "position": 1,
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          "item": "https://localairegistry.com/leaderboards/fl/pembroke-pines"
        },
        {
          "@type": "ListItem",
          "position": 2,
          "name": "Endodontists",
          "item": "https://localairegistry.com/leaderboards/fl/pembroke-pines/endodontist"
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        {
          "@type": "ListItem",
          "position": 3,
          "name": "West Pines Endodontics",
          "item": "https://localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl"
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    }
  ]
}

4. robots.txt

Invites every major AI crawler by name. Many sites block them. We want this page read and cited.

User-Agent: *
Allow: /
Allow: /_next/static/
Allow: /_next/image
Disallow: /api/
Disallow: /_next/data/

User-Agent: GPTBot
Allow: /
Disallow: /api/
Disallow: /_next/data/

User-Agent: OAI-SearchBot
Allow: /
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User-Agent: ChatGPT-User
Allow: /
Disallow: /api/
Disallow: /_next/data/

User-Agent: ClaudeBot
Allow: /
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User-Agent: Claude-SearchBot
Allow: /
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User-Agent: Claude-User
Allow: /
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User-Agent: PerplexityBot
Allow: /
Disallow: /api/
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User-Agent: Perplexity-User
Allow: /
Disallow: /api/
Disallow: /_next/data/

User-Agent: Google-Extended
Allow: /
Disallow: /api/
Disallow: /_next/data/

User-Agent: Applebot-Extended
Allow: /
Disallow: /api/
Disallow: /_next/data/

Sitemap: https://localairegistry.com/sitemap.xml

5. sitemap.xml

Lists this page with the day it last changed, the same day the page says it was updated.

<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
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    <changefreq>weekly</changefreq>
    <priority>0.8</priority>
  </url>
</urlset>

6. llms.txt

A plain index for language models: what the site is, which pages to read first, and where the markdown copies live.

# 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.

7. Markdown copy of this page (west-pines-endodontics-pembroke-pines-fl.md)

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

- ![Photo 1](https://localairegistry.com/api/photo?src=https%3A%2F%2Fseoaesthetic-assets.sfo3.cdn.digitaloceanspaces.com%2Fphotos%2Fcmub8jxe3b7w1ye42wkn6mpot%2F0.jpg)
- ![Photo 2](https://localairegistry.com/api/photo?src=https%3A%2F%2Fseoaesthetic-assets.sfo3.cdn.digitaloceanspaces.com%2Fphotos%2Fcmub8jxe3b7w1ye42wkn6mpot%2F1.jpg)
- ![Photo 3](https://localairegistry.com/api/photo?src=https%3A%2F%2Fseoaesthetic-assets.sfo3.cdn.digitaloceanspaces.com%2Fphotos%2Fcmub8jxe3b7w1ye42wkn6mpot%2F2.jpg)
- ![Photo 4](https://localairegistry.com/api/photo?src=https%3A%2F%2Fseoaesthetic-assets.sfo3.cdn.digitaloceanspaces.com%2Fphotos%2Fcmub8jxe3b7w1ye42wkn6mpot%2F3.jpg)
- ![Photo 5](https://localairegistry.com/api/photo?src=https%3A%2F%2Fseoaesthetic-assets.sfo3.cdn.digitaloceanspaces.com%2Fphotos%2Fcmub8jxe3b7w1ye42wkn6mpot%2F4.jpg)


## 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)

For developers: what makes this page machine-readable

  • One source of truth. The page, the HTML, the JSON-LD and the markdown copy are generated from the same record, so they cannot disagree.
  • People are linked to their credentials, and credentials to the board that issued them (recognizedBy).
  • Answers come first. The page opens with a one-paragraph summary and a key facts table, marked speakable.
  • Wrong AI answers are published as ClaimReview, so engines can see the correction and its source.
  • The FAQ holds the questions this page answers. The questions locals asked are listed as an ItemList, each pointing at its own page, where its replies are the QAPage.
  • robots.txt names the AI crawlers and allows them.
  • A markdown copy sits at the same address with .md, linked from the HTTP headers, the head and llms.txt.
  • No text is hidden from people that crawlers can see. What machines read is what you read.

Checklist

  • Done: Title tag and meta description
  • Done: Canonical URL and breadcrumbs
  • Done: Expert byline, Steve Lee
  • Done: Entity map with sameAs links
  • Done: robots.txt welcomes AI crawlers
  • Done: Key facts answer block
  • Done: 3 cited sources
  • Done: Updated date on the page
  • Missing: Schema: business, team, services
  • Done: Schema: FAQ and article
  • Missing: Corrections to what AI gets wrong
  • Done: Details table, every fact sourced
  • Done: Open Graph and social cards
  • Done: llms.txt and markdown copy
  • Done: Sitemap with lastmod
  • Missing: Owner review of this page
  • Missing: Owner-confirmed prices

Copy this code

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.

  • Method: https://localairegistry.com/methodology
  • Claim a page: https://localairegistry.com/claim/cmub8jxe3b7w1ye42wkn6mpot

References, including locals

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.

  1. lunch near 6th, what is good Question by rinse_bram, Sep 18, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/lunch-near-6th-what-is-good
  2. anyone actually happy with this place? Question by sitter_kit, Sep 18, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/anyone-actually-happy-with-this-place
  3. planning a Saturday visit, is that a wasted trip Question by early_ivy, Sep 16, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/planning-a-saturday-visit-is-that-a-wasted-trip
  4. address for this place, anyone have it? Question by whitening_nell, Sep 15, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/address-for-this-place-anyone-have-it
  5. opening hours at West Pines in Pembroke Pines, what are they these days? Question by reunion_bride_uptown, Sep 12, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/opening-hours-at-west-pines-in-pembroke-pines-what-are-they-these-days
  6. how do I reach West Pines to sort something out? Question by lowkey_ivy, Sep 11, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/how-do-i-reach-west-pines-to-sort-something-out
  7. Worth the hype at West Pines? Question by braces_may, Sep 11, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/worth-the-hype-at-west-pines
  8. budget options in Pembroke Pines, what is decent Question by holiday_lurker_uptown, Sep 9, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/budget-options-in-pembroke-pines-what-is-decent
  9. best endodontist in Pembroke Pines, FL Question by early_owl, Sep 7, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/best-endodontist-in-pembroke-pines-fl
  10. bad experiences here, anyone? Question by 6th_otis_33029, Sep 4, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/bad-experiences-here-anyone
  11. last update from here was when? Question by long_overdue_veneers, Sep 2, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/last-update-from-here-was-when
  12. picking between the two, is Endodontic Specialty the safer bet? Question by saving_up_rinse, Sep 1, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/who-else-should-i-look-at-besides-west-pines
  13. when is this place actually dead? Question by molars_otis, Aug 26, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/when-is-this-place-actually-dead
  14. does West Pines ever have cancellations Question by spring_sitter_east, Aug 25, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/does-west-pines-ever-have-cancellations
  15. is there a rewards thing at West Pines Question by winter_parent_north, Aug 20, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/is-there-a-rewards-thing-at-west-pines
  16. trying to book here, how long is the wait? Question by local_lou, Aug 18, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/trying-to-book-here-how-long-is-the-wait
  17. anything I should sort out before a first visit here? Question by retainers_roan, Aug 13, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/anything-i-should-sort-out-before-a-first-visit-here
  18. Street parking near here, any good? Question by window_shopping_molars, Aug 9, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/street-parking-near-here-any-good
  19. booked my first appointment here, how does it go Question by saving_up_rue, Aug 5, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/booked-my-first-appointment-here-how-does-it-go
  20. Any names worth asking for? Question by parent_fern_33029, Aug 3, 2026. localairegistry.com/biz/fl/pembroke-pines/west-pines-endodontics-pembroke-pines-fl/q/any-names-worth-asking-for
Use this page freely

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.”

References

Change history
ConfirmedVisitor submittedAI guess

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.

  1. [1]VisitName, address, phone, hours and 2 other detailsGoogle Business Profile.Primary source · Accessed Sep 21, 2026 · https://www.google.com/maps/place/?q=place_id:ChIJB8lkDl6h2YgRnjHGZi26y6s · No archived copy yet
  2. [2]ServicesOfficeinfowestpinesendo.com.Primary source · Accessed Oct 21, 2026 · http://www.westpinesendo.com/officeinfo · No archived copy yet
  3. [3]Services5 servicesAI engine output: ChatGPT and Gemini, read by Local AI Registry on Sep 21, 2026.AI engine output · Accessed Oct 21, 2026 · https://localairegistry.com/methodology · No archived copy yet