Cosmetic Dentistry / New York City
Arun Garg
How to read this firm's data
How to read this firm's data
Header tiles
- Rank
- Position across all eligible AI responses in this market.
- Mention rate
- The share of eligible AI responses that named the business.
Charts
- Rank trend
- Each dot is one week of analyzed responses, newest on the right. A flat line means this firm's rank didn't move.
- Per-AI breakdown
- Responses from each assistant that named this firm.
- By question type
- Mentions grouped by what the buyer was asking.
Practice context for Cosmetic Dentistry · Not yet reviewed
A sourced business description has not been added yet. Assistant mentions alone do not verify the firm's services.
Practice eligibility has not been reviewed for this market. This is unknown, not an exclusion.
Practice evidence and AI measurements are assessed separately. Mentions do not establish suitability.
Market detail: Cosmetic Dentistry · New York City
Position
#181
pooled across every snapshot — 3,389 firms ever cited in this market
Mention rate
0.3%
pooled across every snapshot — 31 of 9,570 eligible responses
Rank vs mention rate
8 weeks · 91 days
Rank ranged #143 to #268 · mention rate 0.3%–0.5%
How to read this chart
How to read: each dot is one week of analyzed responses. The green line shows the business's rank that week. The dashed amber line shows the share of responses that named it.
Rank and mention rate use different scales, so the two lines are placed side-by-side, not on top of each other. A firm can hold rank while mention rate drifts (fewer responses named anyone) or improve rank without moving mention rate (peers dropped out).
Research details Historical appearances, assistant counts and question types · all roles, separate from qualified recommendations.
All-time results for this market
Business appeared Jul 10, 2026–Oct 11, 2026
- Responses analyzed
- 8,460
- Responses naming business
- 31
- Historical appearance rate
- 0.4%
- Dates with published rank
- 11
These raw appearance totals cover all retained responses for this city and category, across all question types and roles, including sources and incidental mentions. They are not qualified recommendation counts. Appearance dates show when responses named this business; published rank dates can include repeated use of those responses. Current rank and confidence use the latest dated ranking.
Per-AI breakdown
Counts cover all published Atlas research for this market.
- Claude
- 30 mentions
- ChatGPT
- 1 mention
- Gemini
- 0 mentions
- Perplexity
- 0 mentions
By question type
All-time mentions grouped by the type of question the buyer asked.
- Situation
- 10 mentions
- Decision
- 21 mentions
Peer firms in New York City cosmetic dentistry
Current ranks and mention rates · Oct 11, 2026 edition.
#1
Dr. Michael Apa
35.4% current mention rate · 4/4 AI
#2
Dr. Marc Lowenberg
30.7% current mention rate · 4/4 AI
#3
Lowenberg, Lituchy & Kantor
21.1% current mention rate · 4/4 AI
#4
Apa Aesthetic
19.7% current mention rate · 4/4 AI
#5
Dr. Brian Kantor
14.3% current mention rate · 4/4 AI
#6
Jonathan B. Levine
13.2% current mention rate · 4/4 AI
#7
NYC Smile Design
7.8% current mention rate · 4/4 AI
#8
Elisa Mello
6.5% current mention rate · 4/4 AI
Unclaimed listing — claim this profile
Atlas created this profile after AI assistants named the business. Claim it to confirm the business details; we'll reply from support@viclaro.app.
Buyer questions and AI answers
Simulated buyer questions from Atlas’s test dataset, paired with AI answers that mentioned this firm or professional. Open to see the questions and what was said.
31 AI answers with recorded context · 0 reviewed in context
Atlas asks AI assistants questions written from the perspective of people seeking services in a particular city and situation. Each example connects a simulated buyer question to an answer that named this firm or professional. A name can appear as a recommendation, a related adviser, a comparison, or even an option the assistant advises against.
A mention does not verify services, eligibility or suitability. Context review explains how the name was used; it does not verify the assistant’s claims. Explore the test questions and methodology.
Simulated buyer question · Cosmetic Dentistry · New York City · Medical I'm 61 and my upper teeth are done — a mix of failing crowns, gum disease, and mobility. My dentist has recommended I go to all-on-4 or all-on-6 on top. I'm in... openai/gpt-4o 2026-10-11 15:37:19 How the name appeared: Uncertain Open question and AI answer
What the simulated buyer asked
I'm 61 and my upper teeth are done — a mix of failing crowns, gum disease, and mobility. My dentist has recommended I go to all-on-4 or all-on-6 on top. I'm in New York City. Who actually specializes in full-arch implants here, not just a general dentist who took a weekend course?
- Dr. Arun Garg - Known for his expertise in dental implants and full-arch restorations with extensive experience in All-on-4 and All-on-6 procedures.
- Dr. Scott Ganz - Recognized for his advanced implant techniques and digital dentistry solutions, specializing in complex full-arch cases.
- Dr. Michael Tischler - Specializes in full-arch implant solutions with a focus on innovative techniques and patient-centered care.
- Dr. Thomas Balshi - Renowned for his pioneering work in the field of implant dentistry and full-arch restorations.…
How to read this mention
The role of this name in the answer is uncertain or has not been reviewed.
Unreviewed contextual evidence; no qualification established.
Market: Cosmetic Dentistry · New York City · Medical
Factual accuracy: unverified · Practice fit: unknown
Context review: unreviewed. This is separate from practice eligibility and ranking.
No source URLs were recorded for this answer.
Simulated buyer question · Cosmetic Dentistry · New York City · Medical I'm 61 and my upper teeth are done — a mix of failing crowns, gum disease, and mobility. My dentist has recommended I go to all-on-4 or all-on-6 on top. I'm in... anthropic/claude-sonnet-4.6 2026-10-11 15:37:07 How the name appeared: Uncertain Open question and AI answer
What the simulated buyer asked
I'm 61 and my upper teeth are done — a mix of failing crowns, gum disease, and mobility. My dentist has recommended I go to all-on-4 or all-on-6 on top. I'm in New York City. Who actually specializes in full-arch implants here, not just a general dentist who took a weekend course?
…lume All-on-4/6, uses in-house milling for same-day teeth
- Dr. Mark Stein (Fifth Avenue Dental) — Prosthodontist with implant focus, known for complex reconstructions
- Dr. Arun Garg's trained affiliates at Nobel Biocare-certified centers — Nobel is the original All-on-4 system; their website lists certified NYC providers
- Columbia University College of Dental Medicine — Faculty practice has board-certified oral surgeons and prosthodontists doing full-arch cases, often at lower cost
- NYU Langone Dental — Similar academic setting, speci…
How to read this mention
The role of this name in the answer is uncertain or has not been reviewed.
Unreviewed contextual evidence; no qualification established.
Market: Cosmetic Dentistry · New York City · Medical
Factual accuracy: unverified · Practice fit: unknown
Context review: unreviewed. This is separate from practice eligibility and ranking.
No source URLs were recorded for this answer.
Simulated buyer question · Cosmetic Dentistry · New York City · Medical I'm ready to move on all-on-4 upper in New York City. Who are the three best full-arch implant practices in this city? Not the volume 'Clear Choice' operations... anthropic/claude-sonnet-4.6 2026-10-11 14:56:26 How the name appeared: Uncertain Open question and AI answer
What the simulated buyer asked
I'm ready to move on all-on-4 upper in New York City. Who are the three best full-arch implant practices in this city? Not the volume 'Clear Choice' operations — actual specialists with real prosthodontic backing.
…thodontic Division** Academic-backed, attending prosthodontists supervising cases; rigorous treatment planning and access to advanced imaging — good for complex anatomy.
3. Dr. Arun Garg's affiliated practices / or specifically practices run by ABOI diplomates on the Upper East Side Look specifically for Dr. Michael Sonick (Fairfield, CT, but worth the trip) or within Manhattan, Dr. Stuart Froum at Weill Cornell-affiliated periodontics — Froum is one of the most published implant periodontists in the country and works with prosthodontic part…
How to read this mention
The role of this name in the answer is uncertain or has not been reviewed.
Unreviewed contextual evidence; no qualification established.
Market: Cosmetic Dentistry · New York City · Medical
Factual accuracy: unverified · Practice fit: unknown
Context review: unreviewed. This is separate from practice eligibility and ranking.
No source URLs were recorded for this answer.
Selected examples from the test dataset are shown here. Excerpts show part of an answer; full response records remain part of the audit. Each market has its own question set and sample, so these examples do not establish an overall rank.
Field notes on reading these rankings
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