New York City · Cosmetic Dentistry · Professional

Michael Gelb

at Dr. Michael Gelb

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Get a free preview showing one buyer question where AI assistants name Michael Gelb at Dr. Michael Gelb or someone else. Emailed from support@viclaro.app within one business day. See the paid brief format →

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All-time mentions

4

AI responses in this market that named Michael Gelb.

AI coverage

2/4

AI assistants that named this professional across all published research.

All-time assistant breakdown

Every published run for this market is counted here.

Assistant Citations
ChatGPT 2
Claude 0
Gemini 2
Perplexity 0

Measurement window

All-time results for this market

Responses analyzed

8,460

Responses naming professional

4

Lifetime mention rate

0.0%

These totals cover all analyzed responses for this city and category. The professionals ranking shows the latest dated snapshot.

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. 1 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 Bruxer with worn dentition needing full reconstruction with occlusal work in New York City. This is not an Instagram-veneer case. Who actually rebuilds bites pr... openai/gpt-4o 2026-07-10 18:25:04 How the name appeared: Uncertain Open question and AI answer

What the simulated buyer asked

Bruxer with worn dentition needing full reconstruction with occlusal work in New York City. This is not an Instagram-veneer case. Who actually rebuilds bites properly here — dentists who do bite registration, mounted diagnostic wax-ups, provisionals, and understand the neuromuscular piece? Three names.

What the AI said about this name (answer excerpt)
  1. Dr. Michael Gelb - Known for his expertise in TMJ and sleep disorders, with a focus on neuromuscular dentistry.
  2. Dr. Dean Vafiadis - Specializes in complex restorative and reconstructive dentistry with a comprehensive approach.
  3. Dr. John R. Calamia - Renowned for his work in aesthetic and reconstructive dentistry, emphasizing functional bite restoration.

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.

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