Where does Dr. Thomas Loeb rank in AI search for cosmetic surgery in New York City?

Dr. Thomas Loeb ranks #68 of 760 cosmetic surgery firms measured in New York City by AI response mention rate (1.0% across eligible ChatGPT, Claude, Gemini, and Perplexity responses), based on the August 2026 snapshot.

Which AI assistants cite Dr. Thomas Loeb?

In the current snapshot, Dr. Thomas Loeb was named by 1 of the 4 AI assistants tested (ChatGPT, Claude, Gemini, Perplexity). The per-assistant breakdown is published at https://viclaro.app/leaderboards/nyc/medical/cosmetic-surgery/dr-thomas-loeb.

Is Dr. Thomas Loeb recommended by ChatGPT?

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

New York City · Cosmetic Surgery

Dr. Thomas Loeb

How to read this firm's data

Header tiles

Rank: Position among firms named in the category's latest scan.
Named in: How many of the snapshot's AI responses named this business, out of how many were run. One response = one prompt put to one assistant once. The percentage is the same figure normalised so categories with different response counts can be compared; ±X is the 95% confidence margin.
Cited by: How many of the four AI assistants named this firm at least once.

Breakdowns + log

Rank trend: Each dot is one category snapshot, newest on the right. Shown once two or more snapshots exist; 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: Citations grouped by what the buyer was asking.
Citation log: Every recorded instance where an AI named this firm.

Full methodology →

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Unverified listing

AI assistants named this firm, but Viclaro doesn't yet have a verified business record for it — the ranking reflects citations only. If this is your firm, claim the listing below and we'll reach out from support@viclaro.app to verify.

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Rank

#68

of 760 firms

Named in

11 of 1,128

AI responses · 1.0% ±0.6%

Cited by

1/4

✗ Claude ✓ ChatGPT ✗ Gemini ✗ Perplexity

Per-AI breakdown

Counts show how many responses from each assistant named this firm.

Claude

of 194 responses

mentions

ChatGPT

of 194 responses

mentions

Gemini

of 194 responses

mentions

Perplexity

of 194 responses

mentions

Cited by one AI. The other three assistants recorded zero mentions in this snapshot.

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

1 mention

Crisis

2 mentions

Decision

4 mentions

Follow Up

2 mentions

Situation

2 mentions

Longitudinal evidence · all retained runs

All-time Atlas record

Observed Jul 13, 2026–Aug 22, 2026

Responses analyzed

2,256

Responses naming firm

Lifetime mention rate

1.4%

Published snapshots ranked

These totals span every retained response for this exact city and category, including historical prompt-set versions. They describe accumulated evidence, not the firm's current rank. The cards above and per-AI breakdown use only the dated current snapshot; the history chart compares compatible published snapshots.

Citation log

8 distinct AI responses named this business in the current snapshot. This log is intentionally snapshot-scoped; the all-time record above summarizes the complete longitudinal corpus.

Where Dr. Thomas Loeb is winning + missing, prompt-by-prompt

91 of 97 ranking-layer buyer prompts don't cite this firm. The table lists the three most-cited firms for each missing prompt. Prompt text is redacted (see prompt-set methodology).

91 missing prompts Sorted by competitor citation weight

P-001

Decision

Firms cited on this prompt:

Dr. Andrew Jacono ×8 David Rosenberg ×5 Sherrell Aston ×3

P-002

Decision

Firms cited on this prompt:

Dr. Andrew Jacono ×8 FaceTite ×4 Dr. Jennifer Levine ×3

P-003

Decision

Firms cited on this prompt:

Dr. Andrew Jacono ×8 Sherrell Aston ×3 Dr. Jennifer Levine ×2

P-004

Situation

Firms cited on this prompt:

Dr. Andrew Jacono ×8 Dr. Sam Rizk, MD ×5 David Rosenberg ×4

P-005

Situation

Firms cited on this prompt:

Dr. Andrew Jacono ×8 Daniel Baker ×5 Sherrell Aston ×4

P-006

Decision

Firms cited on this prompt:

Dr. Andrew Jacono ×7 David Rosenberg ×5 Dr. Sam Rizk, MD ×4

P-007

Follow Up

Firms cited on this prompt:

CareCredit ×7 Prosper Healthcare Lending ×5 PatientFi ×5

P-008

Situation

Firms cited on this prompt:

Dr. Andrew Jacono ×7 Dr. Jennifer Levine ×4 David Rosenberg ×3

P-009

Situation

Firms cited on this prompt:

Dr. Andrew Jacono ×7 Dr. Lara Devgan ×5 David Rosenberg ×5

P-010

Decision

Firms cited on this prompt:

Dr. David Rapaport ×6 Dr. Norman Rowe ×4 Dr. Douglas Steinbrech ×4

P-011

Decision

Firms cited on this prompt:

Dr. Andrew Jacono ×6 Daniel Baker ×5 Sherrell Aston ×4

P-012

Decision

Firms cited on this prompt:

Dr. Adam Kolker ×6 Dr. Daniel Maman ×3 Dr. Melissa Doft ×3

P-013

Decision

Firms cited on this prompt:

Dr. Lara Devgan ×6 Dr. Jennifer Levine ×4 Dr. Dara Liotta ×3

P-014

Decision

Firms cited on this prompt:

Dr. Andrew Jacono ×6 Sherrell Aston ×3 Dr. Konstantin Vasyukevich ×3

P-015

Follow Up

Firms cited on this prompt:

Aetna ×6 Dr. Nolan Karp ×2 Scot Glasberg ×2

+ 76 more missing prompts. The full list — with the verbatim prompt text and every cited firm — is part of a Viclaro audit.

6 winning prompts Prompts where AI cited this firm

W-001

Situation

Also cited on this prompt:

Dr. Sam Rizk, MD ×6 Dr. Steven Pearlman ×5 Dr. Jennifer Levine ×4

W-002

Follow Up

Also cited on this prompt:

Dr. Sam Rizk, MD ×4 Aristocrat Plastic Surgery ×3 Dr. Dara Liotta ×3

W-003

Situation

Also cited on this prompt:

Dr. Brett Kotlus ×4 Dr. Jennifer Levine ×3 David Rosenberg ×3

W-004

Decision

Also cited on this prompt:

Dr. Sam Rizk, MD ×3 Aristocrat Plastic Surgery ×2 Dr. Andrew Jacono ×2

W-005

Decision

Also cited on this prompt:

Dr. Sam Rizk, MD ×3 David Rosenberg ×3 Dara Liotta, MD, FACS ×2

W-006

Decision

Also cited on this prompt:

Dr. Sam Rizk, MD ×3 Dr. Jennifer Levine ×2 Dr. Dara Liotta ×2

Peer firms in New York City cosmetic surgery

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

Dr. Andrew Jacono

16.8% response mention rate · 4/4 AI

David Rosenberg

12.5% response mention rate · 3/4 AI

Dr. Sam Rizk, MD

12.0% response mention rate · 4/4 AI

Dr. Stafford Broumand

8.8% response mention rate · 4/4 AI

Dr. Lara Devgan

7.8% response mention rate · 4/4 AI

Dr. Adam Kolker

7.7% response mention rate · 4/4 AI

Dr. Jennifer Levine

7.7% response mention rate · 4/4 AI

Sherrell Aston

7.5% response mention rate · 4/4 AI

See the full Cosmetic Surgery ranking →

Field notes on reading these rankings

All notes →

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