Where does All-on-4 rank in AI search for cosmetic dentistry in New York City?

All-on-4 ranks #91 of 854 cosmetic dentistry firms measured in New York City by AI recommendation share (0.9% across ChatGPT, Claude, Gemini, and Perplexity), based on the August 2026 snapshot.

Which AI assistants cite All-on-4?

In the current snapshot, All-on-4 was named by 3 of the 4 AI assistants tested (ChatGPT, Claude, Gemini, Perplexity). The per-assistant breakdown is published at https://viclaro.app/leaderboards/nyc/medical/cosmetic-dentistry/all-on-4.

Is All-on-4 recommended by ChatGPT?

AI recommendations vary by assistant and prompt. The Viclaro Atlas profile at https://viclaro.app/leaderboards/nyc/medical/cosmetic-dentistry/all-on-4 shows the per-assistant breakdown, every recorded citation, and the specific buyer scenarios where each AI named this firm.

New York City · Cosmetic Dentistry

All-on-4

How to read this firm's data

Header tiles

Rank: Position among firms named in the category's latest scan.
Response mention rate: The percentage of latest-snapshot AI responses that named this business. ±X is the 95% confidence margin.
Cited by: How many of the four AI assistants named this firm at least once.
Tier: 🟢 consensus · 🟡 mid-tier · ⚪ sample-limited.

Breakdowns + log

90-day trend: Each dot is one category snapshot.
Per-AI breakdown: Responses from each assistant that named this firm.
By question type: Citations grouped by what the buyer was asking.
Citation log: Every recorded instance where an AI named this firm.

Full methodology →

Rank

#91

of 854 firms

Response mention rate

0.9%

±0.8% (95% confidence)

Cited by

3/4

✓ Claude ✓ ChatGPT ✗ Gemini ✓ Perplexity

Tier

⚪ Sample-limited

5 citations · consensus 1.34

Per-AI breakdown

Empty cards = that AI assistant doesn't surface this firm. A firm cited by only one AI is likely invisible to most buyers.

Claude

mention

ChatGPT

mention

Gemini

mentions

Perplexity

mentions

By question type

Citations split by buyer-intent category. Empty rows = AI doesn't think of this firm when buyers ask that kind of question.

Advice

2 mentions

Learning

2 mentions

Validation

1 mention

Citation log

5 mentions recorded for this business in the latest snapshot.

Where All-on-4 is winning + missing, prompt-by-prompt

138 of 141 ranking-layer buyer prompts don't cite this firm. The three firms cited most on each missing prompt are the competitors closing that gap. Prompt text is redacted (see methodology §8) — buckets show the shape of the gap.

138 missing prompts Sorted by competitor citation weight

P-001

Decision

Firms cited on this prompt:

Dr. Marc Lowenberg ×4 Dr. Michael Apa ×3 Lowenberg, Lituchy & Kantor ×3

P-002

Decision

Firms cited on this prompt:

Dr. Michael Apa ×4 Dr. Marc Lowenberg ×3 Lowenberg, Lituchy & Kantor ×2

P-003

Decision

Firms cited on this prompt:

Lowenberg, Lituchy & Kantor ×4 Dr. Michael Apa ×4 Apa Aesthetic ×4

P-004

Decision

Firms cited on this prompt:

Dr. Marc Lowenberg ×4 Lowenberg, Lituchy & Kantor ×4 Dr. Michael Apa ×3

P-005

Follow Up

Firms cited on this prompt:

Dr. Michael Apa ×4 Apa Aesthetic ×3 Dr. Marc Lowenberg ×2

P-006

Learning

Firms cited on this prompt:

Feldspathic porcelain ×4 e.max ×4 Apa Zirconia Implant Center ×4

P-007

Validation

Firms cited on this prompt:

Rosenthal Apa Group ×4 The Rosenthal Institute ×3 Dr. Michael Apa ×2

P-008

Validation

Firms cited on this prompt:

Dr. Jamie Weiss DDS ×4 Spear Education ×2 Kois Center ×2

P-009

Validation

Firms cited on this prompt:

RealSelf ×4 Reddit r/Dentistry ×4 r/Veneers ×2

P-010

Validation

Firms cited on this prompt:

Dr. Marc Lowenberg ×4 Dr. Michael Apa ×3 Lowenberg, Lituchy & Kantor ×3

P-011

Validation

Firms cited on this prompt:

Cerinate Lumineers ×4 Den-Mat ×1 Feldspathic porcelain ×1

P-012

Validation

Firms cited on this prompt:

NYU College of Dentistry ×4 Dr. John R. Calamia ×3 Dr. Daniel Baker ×1

P-013

Validation

Firms cited on this prompt:

RealSelf ×4 Yelp ×2 New York State Office of the Professions ×1

P-014

Validation

Firms cited on this prompt:

Dr. Rachel Stein ×4 RealSelf ×3 Dr. Michael Apa ×2

P-015

Advice

Firms cited on this prompt:

Dr. Michael Apa ×3 Dr. Marc Lowenberg ×3 Lowenberg, Lituchy & Kantor ×3

+ 123 more missing prompts. The full list — with the verbatim prompt text and every cited firm — is part of a Viclaro audit.

3 winning prompts Prompts where AI cited this firm

W-001

Validation

Also cited on this prompt:

ClearChoice Dental Implant Center ×3 Clear Choice ×1 NYU Dental Faculty Practice ×1

W-002

Advice

Also cited on this prompt:

All-on-4 ×2 periodontist ×1 Dr. Michael J. Wei, DDS ×1

W-003

Learning

Also cited on this prompt:

All-on-4 ×2 New York City Cosmetic Dentistry Center ×1 Cosmetic Dental Studios - Victoria Veytsman DDS ×1

Peer firms in New York City cosmetic dentistry

Other firms ChatGPT, Claude, Gemini, and Perplexity name in this category.

Dr. Michael Apa

45.0% share · 4/4 AI

Dr. Marc Lowenberg

32.1% share · 4/4 AI

Lowenberg, Lituchy & Kantor

28.0% share · 4/4 AI

Apa Aesthetic

15.8% share · 4/4 AI

Dr. Emanuel Layliev

13.7% share · 3/4 AI

Dr. Victoria Veytsman

13.1% share · 4/4 AI

Dr. Jonathan Levine

12.2% share · 3/4 AI

The New York Center for Cosmetic Dentistry

11.7% share · 3/4 AI

See the full Cosmetic Dentistry ranking →

Want to climb the rankings?

We'll show you the exact content competitors published that earned their citations — and the specific answer blocks + schema markup for All-on-4 to outrank them.

Get a full audit →