the good stuff about this place, what is it?
Question · by bride_roan · 4w4 weeks ago
Dermatologist in Longmont, CO
4.9 · 365 reviewsOpen today until 4:30 PMOpen until 4:30
Eligible to offer 20% cashback to customers who shop here.OrbitBack
46AI ScoreNamed in 0 of 1 answerChatGPT and Gemini, read by Local AI Registry on Sep 22, 2026.ConfirmedVisitor submittedVisitorAI guess
Crossroads Dermatology opened in Longmont, CO, in the fall of 2018. The entire staff of Crossroads Dermatology is excited to be a part of the community and look forward to serving your medical, surgical, and cosmetic dermatological needs.
Owned by no one, yet
Unclaimed · Never replied
AI checked this page on Sep 22, 2026Last activity 1 month ago, a question from lowkey_roan.
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Answers marked AI. Summaries of reviews and the record. Not medical advice.
What Crossroads Dermatology offers, what it costs, and what people come for.
None of the 5 reviews we've read names a service yet.
Services not read yet, back on Scan Day.
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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.
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Nearby places not read yet, back on Scan Day.
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 Crossroads Dermatology.
4.9from 365 reviews on Google
Crossroads Dermatology is noted for its skilled staff, particularly Dr. Bair, but faces criticism for its appointment policies and billing practices. Patients at Crossroads Dermatology report a mix of experiences, with many praising the professionalism and thoroughness of Dr. Bair and her team. However, some express frustration with the automated phone system and strict appointment policies, which can detract from the overall experience.
No updates from Crossroads Dermatology yet.
The page ChatGPT, Gemini, Perplexity and Google read about Crossroads Dermatology. The code version is exactly what their crawlers get.
Local AI Registry · Dermatologists in Longmont, CO · 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 1 source · Published September 22, 2026 · Updated September 22, 2026 · Machine-readable version below
Owner review: not yet. Crossroads Dermatology has not checked this page. Claim to review it
Crossroads Dermatology, located at 2350 17th Ave Ste 100 in Longmont, Colorado, is a highly regarded practice known for its professional and compassionate care. With a remarkable rating of 4.9 from 365 reviews, patients frequently commend the attentive and skilled staff, particularly Dr. Bair, for their thoroughness and ability to address concerns effectively. Visitors appreciate the punctuality and efficiency of the team, making each appointment a positive experience. While some have encountered challenges with appointment scheduling, the overall sentiment reflects a strong trust in the quality of dermatological care provided at this local gem.
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 | Dermatologist |
| Address | 2350 17th Ave Ste 100, Longmont, CO 80503, USA |
| Hours | Mon to Thu 8 AM to 4:30 PM · Fri 8 AM to 4 PM · Closed Sat to Sun |
| Phone | (303) 848-8334 |
| Medical director | Nothing found |
| Rating | 4.9 across 365 reviews on Google |
| Known for | Crossroads Dermatology is best known for the expertise of Dr. Baird, who excels in thorough skin evaluations and effective treatment plans, particularly for patients with fair skin and abnormal moles. |
| Prices | Nothing found |
| Quietest time | Nothing found |
| Parking | Nothing found |
| Last verified | September 22, 2026, 9:21 AM |
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 | Crossroads Dermatology | Confirmed | Google Business Profile, checked Sep 22, 2026 |
| Location info | Address | 2350 17th Ave Ste 100, Longmont, CO 80503, USA | Confirmed | Google Business Profile, checked Sep 22, 2026 |
| Location info | Phone | (303) 848-8334 | Confirmed | Google Business Profile, checked Sep 22, 2026 |
| Location info | Hours | Mon to Thu 8:00 AM to 4:30 PM · Fri 8:00 AM to 4:00 PM · Sat to Sun Closed | Confirmed | Google Business Profile, checked Sep 22, 2026 |
| Location info | Description | Crossroads Dermatology opened in Longmont, CO, in the fall of 2018. The entire staff of Crossroads Dermatology is excited to be a part of the community and look forward to serving your medical, surgical, and cosmetic dermatological needs. | Confirmed | Google Business Profile, checked Sep 22, 2026 |
| Hours | Monday | 8:00 AM to 4:30 PM | Confirmed | Google Business Profile, checked Sep 22, 2026 |
| Hours | Tuesday | 8:00 AM to 4:30 PM | Confirmed | Google Business Profile, checked Sep 22, 2026 |
| Hours | Wednesday | 8:00 AM to 4:30 PM | Confirmed | Google Business Profile, checked Sep 22, 2026 |
| Hours | Thursday | 8:00 AM to 4:30 PM | Confirmed | Google Business Profile, checked Sep 22, 2026 |
| Hours | Friday | 8:00 AM to 4:00 PM | Confirmed | Google Business Profile, checked Sep 22, 2026 |
| Hours | Saturday | Closed | Confirmed | Google Business Profile, checked Sep 22, 2026 |
| Hours | Sunday | Closed | Confirmed | Google Business Profile, checked Sep 22, 2026 |
| Links | Website | http://www.crossroadsdermatology.com/ | Confirmed | Google Business Profile, checked Sep 22, 2026 |
| Links | https://instagram.com/crossroadsdermatology | AI guess | Our record | |
| Links | https://facebook.com/drsarahbair | AI guess | Our record |
Services not read yet, back on Scan Day.
Nothing found
Address: 2350 17th Ave Ste 100, Longmont, CO 80503, USA. Phone: (303) 848-8334. Hours: Mon to Thu 8 AM to 4:30 PM · Fri 8 AM to 4 PM · Closed Sat to Sun. (Confirmed, Google Business Profile, checked September 22, 2026 at 9:21 AM.)
Business description, written by Crossroads Dermatology on its Google Business Profile: "Crossroads Dermatology opened in Longmont, CO, in the fall of 2018. The entire staff of Crossroads Dermatology is excited to be a part of the community and look forward to serving your medical, surgical, and cosmetic dermatological needs."
Busy times not read yet, back on Scan Day.
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Nearby places not read yet, back on Scan Day.
4.9 average across 365 reviews: Google 25. (Confirmed, read September 22, 2026.)
(AI guess, from 365 reviews.)
No press story about Crossroads Dermatology found yet.
None named yet.
Directory listings not read yet.
Crossroads Dermatology hasn't posted an update here yet.
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We ask Gemini and ChatGPT about Crossroads Dermatology. These are the answers that disagree with the record.
ChatGPT and Gemini, read by Local AI Registry on Sep 22, 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. Longmont dermatologists run 16 to 59. Fair starts at 45, good at 65. Crossroads Dermatology scores 46, level with the Longmont average. The same method scores every business on the registry.
| Signal | Weight | Score | What it measures | Crossroads Dermatology |
|---|---|---|---|---|
| Retrieval grounding | 26 | 75 | 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. | Good |
| Off-property attestation | 20 | 39 | 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 | 77 | 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 | 52 | Domain authority and editorial quality of the sources that attest to you. | Fair |
| Google Business Profile | 8 | 84 | Required and recommended fields; update cadence. The listing AI pulls from first. | Good |
| Speed & mobile | 7 | 71 | Core Web Vitals at the 75th percentile, on a real phone. | Good |
| Content freshness & schema | 5 | 39 | Crawl recency, intent alignment, valid JSON-LD, canonicals. | Poor |
Full method: https://localairegistry.com/methodology
When you ask ChatGPT, Gemini or Google for a med spa, the AI does not visit each business. It reads what is already written about it: the business website, its Google Business Profile, review sites like Yelp and RealSelf, news stories, licensing boards and directories like this one. Then it repeats what those sources agree on.
That is why AI gets small facts wrong. If Yelp says a place is open Mondays and the website says it is not, 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 says "the nurse did half a syringe in my lips and it looks natural" is far more useful to an AI than one that says "great place."
A few checks take ten minutes and matter more than any rating. This is general information, not medical advice.
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 Crossroads Dermatology |
|---|---|---|---|---|
| Crossroads Dermatology | MedicalBusiness | #business | http://www.crossroadsdermatology.com/ | Subject of this page |
| Longmont, Colorado | City | #city | Nothing found | City Crossroads Dermatology 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 dermatologists in Longmont, 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/co/longmont/crossroads-dermatology-longmont-co>; rel="canonical", <https://localairegistry.com/biz/co/longmont/crossroads-dermatology-longmont-co.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>Crossroads Dermatology | Longmont, CO · reviews & AI Score · Local AI Registry</title> <meta name="description" content="Rated 4.9 on Google from 365 reviews. Known for Thorough skin evaluations and treatments by Dr. Baird in Longmont, CO. Named by 0 of 2 AI assistants."> <meta name="robots" content="index, follow"> <link rel="canonical" href="https://localairegistry.com/biz/co/longmont/crossroads-dermatology-longmont-co"> <link rel="alternate" type="text/markdown" href="https://localairegistry.com/biz/co/longmont/crossroads-dermatology-longmont-co.md"> <meta property="og:title" content="Crossroads Dermatology — Score 46/100 · Fair"> <meta property="og:description" content="Rated 4.9 on Google from 365 reviews. Known for Thorough skin evaluations and treatments by Dr. Baird in Longmont, CO. Named by 0 of 2 AI assistants."> <meta property="og:url" content="https://localairegistry.com/biz/co/longmont/crossroads-dermatology-longmont-co"> <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="40.1889303;-105.1320602"> <meta name="ICBM" content="40.1889303, -105.1320602"> <meta name="geo.region" content="US-CO"> <meta name="geo.placename" content="Longmont">
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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Lists this page with the day it last changed, the same day the page says it was updated.
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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.
# Crossroads Dermatology, Longmont: a dermatologist in Longmont (2026 guide) Source: Local AI Registry, https://localairegistry.com/biz/co/longmont/crossroads-dermatology-longmont-co. Free to reuse with a link back. By Steve Lee, founder and CEO of Local AI Registry. Fact-checked against 1 source. Updated 2026-09-22. Owner review: not yet. Canonical: https://localairegistry.com/biz/co/longmont/crossroads-dermatology-longmont-co ## Photos -  -  -  -  -  ## In short Crossroads Dermatology, located at 2350 17th Ave Ste 100 in Longmont, Colorado, is a highly regarded practice known for its professional and compassionate care. With a remarkable rating of 4.9 from 365 reviews, patients frequently commend the attentive and skilled staff, particularly Dr. Bair, for their thoroughness and ability to address concerns effectively. Visitors appreciate the punctuality and efficiency of the team, making each appointment a positive experience. While some have encountered challenges with appointment scheduling, the overall sentiment reflects a strong trust in the quality of dermatological care provided at this local gem. 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 | Dermatologist | | Address | 2350 17th Ave Ste 100, Longmont, CO 80503, USA | | Hours | Mon to Thu 8 AM to 4:30 PM · Fri 8 AM to 4 PM · Closed Sat to Sun | | Phone | (303) 848-8334 | | Medical director | Nothing found | | Rating | 4.9 across 365 reviews on Google | | Known for | Crossroads Dermatology is best known for the expertise of Dr. Baird, who excels in thorough skin evaluations and effective treatment plans, particularly for patients with fair skin and abnormal moles. | | Prices | Nothing found | | Quietest time | Nothing found | | Parking | Nothing found | | Last verified | September 22, 2026, 9:21 AM | ## 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 | Crossroads Dermatology | Confirmed | Google Business Profile, checked Sep 22, 2026 | | Location info | Address | 2350 17th Ave Ste 100, Longmont, CO 80503, USA | Confirmed | Google Business Profile, checked Sep 22, 2026 | | Location info | Phone | (303) 848-8334 | Confirmed | Google Business Profile, checked Sep 22, 2026 | | Location info | Hours | Mon to Thu 8:00 AM to 4:30 PM · Fri 8:00 AM to 4:00 PM · Sat to Sun Closed | Confirmed | Google Business Profile, checked Sep 22, 2026 | | Location info | Description | Crossroads Dermatology opened in Longmont, CO, in the fall of 2018. The entire staff of Crossroads Dermatology is excited to be a part of the community and look forward to serving your medical, surgical, and cosmetic dermatological needs. | Confirmed | Google Business Profile, checked Sep 22, 2026 | | Hours | Monday | 8:00 AM to 4:30 PM | Confirmed | Google Business Profile, checked Sep 22, 2026 | | Hours | Tuesday | 8:00 AM to 4:30 PM | Confirmed | Google Business Profile, checked Sep 22, 2026 | | Hours | Wednesday | 8:00 AM to 4:30 PM | Confirmed | Google Business Profile, checked Sep 22, 2026 | | Hours | Thursday | 8:00 AM to 4:30 PM | Confirmed | Google Business Profile, checked Sep 22, 2026 | | Hours | Friday | 8:00 AM to 4:00 PM | Confirmed | Google Business Profile, checked Sep 22, 2026 | | Hours | Saturday | Closed | Confirmed | Google Business Profile, checked Sep 22, 2026 | | Hours | Sunday | Closed | Confirmed | Google Business Profile, checked Sep 22, 2026 | | Links | Website | http://www.crossroadsdermatology.com/ | Confirmed | Google Business Profile, checked Sep 22, 2026 | | Links | Instagram | https://instagram.com/crossroadsdermatology | AI guess | Our record | | Links | Facebook | https://facebook.com/drsarahbair | AI guess | Our record | ## Services and prices Services not read yet, back on Scan Day. ### Known for - Crossroads Dermatology is best known for the expertise of Dr. Baird, who excels in thorough skin evaluations and effective treatment plans, particularly for patients with fair skin and abnormal moles. ## The team Nothing found ## Visiting Crossroads Dermatology Address: 2350 17th Ave Ste 100, Longmont, CO 80503, USA. Phone: (303) 848-8334. Hours: Mon to Thu 8 AM to 4:30 PM · Fri 8 AM to 4 PM · Closed Sat to Sun. (Confirmed, Google Business Profile, checked September 22, 2026 at 9:21 AM.) ### Location info from Google Business Profile Business description, written by Crossroads Dermatology on its Google Business Profile: "Crossroads Dermatology opened in Longmont, CO, in the fall of 2018. The entire staff of Crossroads Dermatology is excited to be a part of the community and look forward to serving your medical, surgical, and cosmetic dermatological needs." ### When to go Busy times not read yet, back on Scan Day. ### Parking and getting in Nothing found ### Nearby Nearby places not read yet, back on Scan Day. ## Reputation 4.9 average across 365 reviews: Google 25. (Confirmed, read September 22, 2026.) (AI guess, from 365 reviews.) ### What people like - Friendly and efficient staff ### What people do not like - Automated phone system frustrating - Strict late arrival policy - Billing issues and high costs ### Press No press story about Crossroads Dermatology found yet. ### Awards None named yet. ### Directories Directory listings not read yet. ## Recent updates from Crossroads Dermatology Crossroads Dermatology hasn't posted an update here yet. ## Questions people ask ### Busiest day at Crossroads Dermatology, anyone know? No answer yet ### do I need to leave early to find a space No answer yet ### the good stuff about this place, what is it? No answer yet ### Is numbing included at Crossroads Dermatology or is it extra? No answer yet ### anyone here people keep going back to? No answer yet ### cancellation list here, is there one No answer yet ### real doctors here, or is it beauticians No answer yet ### bad experiences at Crossroads Dermatology, anyone? No answer yet ### anything new from Crossroads Dermatology lately? No answer yet ### Does this place split it over a few months? No answer yet ### killing time on 17th, any ideas No answer yet ### Can I get in this week at Crossroads Dermatology? No answer yet ### going rate for dermatologists locally, any idea No answer yet ### Saturdays at Crossroads Dermatology, are they open? No answer yet ### recovery after this place, what do people actually say? No answer yet ### who actually does the work here? No answer yet ### what do I actually do when I get to Crossroads Dermatology in Longmont? No answer yet ### Turning up at Crossroads Dermatology for the first time, what happens? No answer yet ### Training and licences at Crossroads Dermatology? No answer yet ### never been, is it walk in or appointment only No answer yet ## What AI gets wrong about Crossroads Dermatology We ask Gemini and ChatGPT about Crossroads Dermatology. These are the answers that disagree with the record. ChatGPT and Gemini, read by Local AI Registry on Sep 22, 2026. No capture has disagreed with the record yet. ## The AI Score: 46 of 100 The AI Score measures how likely AI engines are to recommend a business, and how accurately. Longmont dermatologists run 16 to 59. Fair starts at 45, good at 65. Crossroads Dermatology scores 46, level with the Longmont average. The same method scores every business on the registry. | Signal | Weight | Score | What it measures | Crossroads Dermatology | | --- | --- | --- | --- | --- | | Retrieval grounding | 26 | 75 | 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. | Good | | Off-property attestation | 20 | 39 | 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 | 77 | 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 | 52 | Domain authority and editorial quality of the sources that attest to you. | Fair | | Google Business Profile | 8 | 84 | Required and recommended fields; update cadence. The listing AI pulls from first. | Good | | Speed & mobile | 7 | 71 | Core Web Vitals at the 75th percentile, on a real phone. | Good | | Content freshness & schema | 5 | 39 | Crawl recency, intent alignment, valid JSON-LD, canonicals. | Poor | Full method: https://localairegistry.com/methodology ## How AI decides what to tell you about a dermatologist When you ask ChatGPT, Gemini or Google for a med spa, the AI does not visit each business. It reads what is already written about it: the business website, its Google Business Profile, review sites like Yelp and RealSelf, news stories, licensing boards and directories like this one. Then it repeats what those sources agree on. That is why AI gets small facts wrong. If Yelp says a place is open Mondays and the website says it is not, 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 says "the nurse did half a syringe in my lips and it looks natural" is far more useful to an AI than one that says "great place." ## How to choose a dermatologist in Colorado, with or without AI A few checks take ten minutes and matter more than any rating. This is general information, not medical advice. - Look up every injector. Doctors are listed by the Colorado medical board, and nurses and nurse practitioners by its nursing board. Both lookups are free. - Ask who does the injections, and check that person's license. - Ask for the price per unit of Botox and per syringe of filler, not per area. - Read reviews that name a provider and a treatment. Vague praise is easy to fake. - Check that the hours and phone number match on Google, Yelp and the website. Mismatches are how people end up at a locked door. - Ask whether they dissolve filler and when they would tell you not to add more. ## 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 Crossroads Dermatology 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 Crossroads Dermatology | | --- | --- | --- | --- | --- | | Crossroads Dermatology | MedicalBusiness | #business | http://www.crossroadsdermatology.com/ | Subject of this page | | Longmont, Colorado | City | #city | Nothing found | City Crossroads Dermatology 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 dermatologists in Longmont, linked to the lists and towns around it. ### Lists - Best dermatologists in Longmont: https://localairegistry.com/leaderboards/co/longmont/dermatologist - Best businesses in Longmont: https://localairegistry.com/leaderboards/co/longmont ### Nearby - /fort-collins: https://localairegistry.com/leaderboards/co/fort-collins - /denver: https://localairegistry.com/leaderboards/co/denver - /loveland: https://localairegistry.com/leaderboards/co/loveland - /westminster: https://localairegistry.com/leaderboards/co/westminster - /boulder: https://localairegistry.com/leaderboards/co/boulder - /greenwood-village: https://localairegistry.com/leaderboards/co/greenwood-village ### Every list - Every leaderboard in Colorado: https://localairegistry.com/leaderboards/co ## 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 Crossroads Dermatology. 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:ChIJyzp9zkj7a4cR1uihsL4NFp4 (accessed Sep 22, 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/co/longmont/crossroads-dermatology-longmont-co">Local AI Registry</a>.</p>
Or a blog post: “Learn about our patients' 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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<article>
<header>
<p>Local AI Registry · Dermatologists in Longmont, CO · Editorial</p>
<h2>Crossroads Dermatology, Longmont: a dermatologist in Longmont (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 1 source · Published September 22, 2026 · Updated September 22, 2026 · Machine-readable version below</p>
<p>Owner review: not yet. Crossroads Dermatology has not checked this page.</p>
</header>
<section id="ai-in-short">
<h3>In short</h3>
<p>Crossroads Dermatology, located at 2350 17th Ave Ste 100 in Longmont, Colorado, is a highly regarded practice known for its professional and compassionate care. With a remarkable rating of 4.9 from 365 reviews, patients frequently commend the attentive and skilled staff, particularly Dr. Bair, for their thoroughness and ability to address concerns effectively. Visitors appreciate the punctuality and efficiency of the team, making each appointment a positive experience. While some have encountered challenges with appointment scheduling, the overall sentiment reflects a strong trust in the quality of dermatological care provided at this local gem.</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>Dermatologist</td></tr>
<tr><td>Address</td><td>2350 17th Ave Ste 100, Longmont, CO 80503, USA</td></tr>
<tr><td>Hours</td><td>Mon to Thu 8 AM to 4:30 PM · Fri 8 AM to 4 PM · Closed Sat to Sun</td></tr>
<tr><td>Phone</td><td>(303) 848-8334</td></tr>
<tr><td>Medical director</td><td>Nothing found</td></tr>
<tr><td>Rating</td><td>4.9 across 365 reviews on Google</td></tr>
<tr><td>Known for</td><td>Crossroads Dermatology is best known for the expertise of Dr. Baird, who excels in thorough skin evaluations and effective treatment plans, particularly for patients with fair skin and abnormal moles.</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>September 22, 2026, 9:21 AM</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>Crossroads Dermatology</td><td>Confirmed</td><td>Google Business Profile, checked Sep 22, 2026</td></tr>
<tr><td>Location info</td><td>Address</td><td>2350 17th Ave Ste 100, Longmont, CO 80503, USA</td><td>Confirmed</td><td>Google Business Profile, checked Sep 22, 2026</td></tr>
<tr><td>Location info</td><td>Phone</td><td>(303) 848-8334</td><td>Confirmed</td><td>Google Business Profile, checked Sep 22, 2026</td></tr>
<tr><td>Location info</td><td>Hours</td><td>Mon to Thu 8:00 AM to 4:30 PM · Fri 8:00 AM to 4:00 PM · Sat to Sun Closed</td><td>Confirmed</td><td>Google Business Profile, checked Sep 22, 2026</td></tr>
<tr><td>Location info</td><td>Description</td><td>Crossroads Dermatology opened in Longmont, CO, in the fall of 2018. The entire staff of Crossroads Dermatology is excited to be a part of the community and look forward to serving your medical, surgical, and cosmetic dermatological needs.</td><td>Confirmed</td><td>Google Business Profile, checked Sep 22, 2026</td></tr>
<tr><td>Hours</td><td>Monday</td><td>8:00 AM to 4:30 PM</td><td>Confirmed</td><td>Google Business Profile, checked Sep 22, 2026</td></tr>
<tr><td>Hours</td><td>Tuesday</td><td>8:00 AM to 4:30 PM</td><td>Confirmed</td><td>Google Business Profile, checked Sep 22, 2026</td></tr>
<tr><td>Hours</td><td>Wednesday</td><td>8:00 AM to 4:30 PM</td><td>Confirmed</td><td>Google Business Profile, checked Sep 22, 2026</td></tr>
<tr><td>Hours</td><td>Thursday</td><td>8:00 AM to 4:30 PM</td><td>Confirmed</td><td>Google Business Profile, checked Sep 22, 2026</td></tr>
<tr><td>Hours</td><td>Friday</td><td>8:00 AM to 4:00 PM</td><td>Confirmed</td><td>Google Business Profile, checked Sep 22, 2026</td></tr>
<tr><td>Hours</td><td>Saturday</td><td>Closed</td><td>Confirmed</td><td>Google Business Profile, checked Sep 22, 2026</td></tr>
<tr><td>Hours</td><td>Sunday</td><td>Closed</td><td>Confirmed</td><td>Google Business Profile, checked Sep 22, 2026</td></tr>
<tr><td>Links</td><td>Website</td><td>http://www.crossroadsdermatology.com/</td><td>Confirmed</td><td>Google Business Profile, checked Sep 22, 2026</td></tr>
<tr><td>Links</td><td>Instagram</td><td>https://instagram.com/crossroadsdermatology</td><td>AI guess</td><td>Our record</td></tr>
<tr><td>Links</td><td>Facebook</td><td>https://facebook.com/drsarahbair</td><td>AI guess</td><td>Our record</td></tr>
</tbody>
</table>
</section>
<section id="ai-services-and-prices">
<h3>Services and prices</h3>
<p>Services not read yet, back on Scan Day.</p>
<h4>Known for</h4>
<ul>
<li>Crossroads Dermatology is best known for the expertise of Dr. Baird, who excels in thorough skin evaluations and effective treatment plans, particularly for patients with fair skin and abnormal moles.</li>
</ul>
</section>
<section id="ai-the-team">
<h3>The team</h3>
<p>Nothing found</p>
</section>
<section id="ai-visiting-crossroads-dermatology">
<h3>Visiting Crossroads Dermatology</h3>
<p>Address: 2350 17th Ave Ste 100, Longmont, CO 80503, USA. Phone: (303) 848-8334. Hours: Mon to Thu 8 AM to 4:30 PM · Fri 8 AM to 4 PM · Closed Sat to Sun. (Confirmed, Google Business Profile, checked September 22, 2026 at 9:21 AM.)</p>
<h4>Location info from Google Business Profile</h4>
<p>Business description, written by Crossroads Dermatology on its Google Business Profile: "Crossroads Dermatology opened in Longmont, CO, in the fall of 2018. The entire staff of Crossroads Dermatology is excited to be a part of the community and look forward to serving your medical, surgical, and cosmetic dermatological needs."</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>
<p>Nearby places not read yet, back on Scan Day.</p>
</section>
<section id="ai-reputation">
<h3>Reputation</h3>
<p>4.9 average across 365 reviews: Google 25. (Confirmed, read September 22, 2026.)</p>
<p> (AI guess, from 365 reviews.)</p>
<h4>What people like</h4>
<ul>
<li>Friendly and efficient staff</li>
</ul>
<h4>What people do not like</h4>
<ul>
<li>Automated phone system frustrating</li>
<li>Strict late arrival policy</li>
<li>Billing issues and high costs</li>
</ul>
<h4>Press</h4>
<p>No press story about Crossroads Dermatology 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-crossroads-dermatology">
<h3>Recent updates from Crossroads Dermatology</h3>
<p>Crossroads Dermatology hasn't posted an update here yet.</p>
</section>
<section id="ai-questions-people-ask">
<h3>Questions people ask</h3>
<h4>Busiest day at Crossroads Dermatology, anyone know?</h4>
<p>No answer yet</p>
<h4>do I need to leave early to find a space</h4>
<p>No answer yet</p>
<h4>the good stuff about this place, what is it?</h4>
<p>No answer yet</p>
<h4>Is numbing included at Crossroads Dermatology or is it extra?</h4>
<p>No answer yet</p>
<h4>anyone here people keep going back to?</h4>
<p>No answer yet</p>
<h4>cancellation list here, is there one</h4>
<p>No answer yet</p>
<h4>real doctors here, or is it beauticians</h4>
<p>No answer yet</p>
<h4>bad experiences at Crossroads Dermatology, anyone?</h4>
<p>No answer yet</p>
<h4>anything new from Crossroads Dermatology lately?</h4>
<p>No answer yet</p>
<h4>Does this place split it over a few months?</h4>
<p>No answer yet</p>
<h4>killing time on 17th, any ideas</h4>
<p>No answer yet</p>
<h4>Can I get in this week at Crossroads Dermatology?</h4>
<p>No answer yet</p>
<h4>going rate for dermatologists locally, any idea</h4>
<p>No answer yet</p>
<h4>Saturdays at Crossroads Dermatology, are they open?</h4>
<p>No answer yet</p>
<h4>recovery after this place, what do people actually say?</h4>
<p>No answer yet</p>
<h4>who actually does the work here?</h4>
<p>No answer yet</p>
<h4>what do I actually do when I get to Crossroads Dermatology in Longmont?</h4>
<p>No answer yet</p>
<h4>Turning up at Crossroads Dermatology for the first time, what happens?</h4>
<p>No answer yet</p>
<h4>Training and licences at Crossroads Dermatology?</h4>
<p>No answer yet</p>
<h4>never been, is it walk in or appointment only</h4>
<p>No answer yet</p>
</section>
<section id="ai-what-ai-gets-wrong">
<h3>What AI gets wrong about Crossroads Dermatology</h3>
<p>We ask Gemini and ChatGPT about Crossroads Dermatology. These are the answers that disagree with the record.</p>
<p>ChatGPT and Gemini, read by Local AI Registry on Sep 22, 2026.</p>
<p>No capture has disagreed with the record yet.</p>
</section>
<section id="ai-score">
<h3>The AI Score: 46 of 100</h3>
<p>The AI Score measures how likely AI engines are to recommend a business, and how accurately. Longmont dermatologists run 16 to 59. Fair starts at 45, good at 65. Crossroads Dermatology scores 46, level with the Longmont average. The same method scores every business on the registry.</p>
<table>
<thead><tr><th scope="col">Signal</th><th scope="col">Weight</th><th scope="col">Score</th><th scope="col">What it measures</th><th scope="col">Crossroads Dermatology</th></tr></thead>
<tbody>
<tr><td>Retrieval grounding</td><td>26</td><td>75</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>Good</td></tr>
<tr><td>Off-property attestation</td><td>20</td><td>39</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>77</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>52</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>84</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>71</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>39</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-a-dermatologist">
<h3>How AI decides what to tell you about a dermatologist</h3>
<p>When you ask ChatGPT, Gemini or Google for a med spa, the AI does not visit each business. It reads what is already written about it: the business website, its Google Business Profile, review sites like Yelp and RealSelf, news stories, licensing boards and directories like this one. Then it repeats what those sources agree on.</p>
<p>That is why AI gets small facts wrong. If Yelp says a place is open Mondays and the website says it is not, 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 says "the nurse did half a syringe in my lips and it looks natural" is far more useful to an AI than one that says "great place."</p>
</section>
<section id="ai-how-to-choose-a-dermatologist-in-colorado-with-or-without-ai">
<h3>How to choose a dermatologist in Colorado, with or without AI</h3>
<p>A few checks take ten minutes and matter more than any rating. This is general information, not medical advice.</p>
<ul>
<li>Look up every injector. Doctors are listed by the Colorado medical board, and nurses and nurse practitioners by its nursing board. Both lookups are free.</li>
<li>Ask who does the injections, and check that person's license.</li>
<li>Ask for the price per unit of Botox and per syringe of filler, not per area.</li>
<li>Read reviews that name a provider and a treatment. Vague praise is easy to fake.</li>
<li>Check that the hours and phone number match on Google, Yelp and the website. Mismatches are how people end up at a locked door.</li>
<li>Ask whether they dissolve filler and when they would tell you not to add more.</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 Crossroads Dermatology 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 Crossroads Dermatology</th></tr></thead>
<tbody>
<tr><td>Crossroads Dermatology</td><td>MedicalBusiness</td><td>#business</td><td>http://www.crossroadsdermatology.com/</td><td>Subject of this page</td></tr>
<tr><td>Longmont, Colorado</td><td>City</td><td>#city</td><td>Nothing found</td><td>City Crossroads Dermatology 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 dermatologists in Longmont, linked to the lists and towns around it.</p>
<h4>Lists</h4>
<ul>
<li>Best dermatologists in Longmont: https://localairegistry.com/leaderboards/co/longmont/dermatologist</li>
<li>Best businesses in Longmont: https://localairegistry.com/leaderboards/co/longmont</li>
</ul>
<h4>Nearby</h4>
<ul>
<li>/fort-collins: https://localairegistry.com/leaderboards/co/fort-collins</li>
<li>/denver: https://localairegistry.com/leaderboards/co/denver</li>
<li>/loveland: https://localairegistry.com/leaderboards/co/loveland</li>
<li>/westminster: https://localairegistry.com/leaderboards/co/westminster</li>
<li>/boulder: https://localairegistry.com/leaderboards/co/boulder</li>
<li>/greenwood-village: https://localairegistry.com/leaderboards/co/greenwood-village</li>
</ul>
<h4>Every list</h4>
<ul>
<li>Every leaderboard in Colorado: https://localairegistry.com/leaderboards/co</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 Crossroads Dermatology. 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:ChIJyzp9zkj7a4cR1uihsL4NFp4 (accessed Sep 22, 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.