Viclaro Research · Atlas recommendation study

The 10 New York City Cosmetic Dentistry practices AI assistants recommend most often

We put a versioned panel of buyer-style questions to ChatGPT, Claude, Gemini, and Perplexity. These ten practices appeared most frequently. Below, the aggregate ranking is paired with the actual questions that produced recommendations and short excerpts showing the surrounding response.

1,128 eligible responses 1,079 ranked practices 5,729 firm-response mentions Snapshot NYC-COS-2026-09-v1.0
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The current top ten

Who appeared—and what buyers were asking

This is a ranking of AI recommendation visibility, not professional quality. A response mention means that an assistant named the practice in an eligible answer. One answer may name several organizations. Prompt wording is shown so each appearance can be interpreted in its original buyer context.

#1

Dr. Michael Apa

Named in 445 of 1,128 eligible responses (39.5%); named by 4 of 4 assistant families.

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ChatGPT Advice Listed #1 in this answer

Question put to the assistant

“I got 10 veneers 6 months ago in New York City and my wife keeps subtly saying they look 'a lot.' I thought I asked for natural. Should I let it settle or go back and ask them to be redone? Am I being oversensitive or is she right?”
Read the response context

… the veneers and provide advice on potential adjustments. Some reputable cosmetic dentists in New York City include: 1. Dr. Michael Apa - Known for natural-looking veneers and celebrity clientele. 2. Dr. Marc Lowenberg - Specializes in cosmetic dentistry with a focus on aesthetics. 3. Dr. Jonathan Levine - Offers comprehensive cosmetic dental solutions with a focus on natural results. Discuss your expectations and an…

Claude Advice Listed #1 in this answer

Question put to the assistant

“I hate my smile. I've hated it for 20 years. I'm in New York City. I don't know if I need whitening, bonding, veneers, or orthodontics. I don't know where to start. Where do I actually start? Who do I even see first?”
Read the response context

…pearance - Whether you need ortho *before* any cosmetic work (common) --- ## Strong NYC Cosmetic Dentists to Consider **Dr. Michael Apa** – High-end veneer and smile design specialist; known for dramatic transformations **Dr. Marc Lowenberg** (Lowenberg, Lituchy & Kantor) – One of the most prominent cosmetic practices in NYC; celebrity clientele, comprehensive treatment planning **Dr. Brian Kantor** (same practice) –…

Gemini Advice Listed #1 in this answer

Question put to the assistant

“Two cosmetic dentists in New York City — one said bonding, one said veneers, for basically the same case (slight chips on 8/9, minor rotation on 7). Bonding is a third of the cost. Am I being downsold or upsold? What would you actually do?”
Read the response context

…r your specific case without bias. **Highly-regarded cosmetic dentists in NYC known for both bonding and veneers:** * **Dr. Michael Apa (Apa Aesthetic)**: Known for high-end, comprehensive smile design, including both veneers and advanced bonding. * **Dr. Marc Lowenberg (Lowenberg, Lituchy & Kantor)**: Renowned for natural-looking smile makeovers, offering both bonding and porcelain veneers. * **Dr. Brian Kantor (Low…

#2

Dr. Marc Lowenberg

Named in 383 of 1,128 eligible responses (34.0%); named by 4 of 4 assistant families.

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ChatGPT Crisis Listed #1 in this answer

Question put to the assistant

“Got my teeth prepped for veneers two weeks ago in New York City. One tooth (tooth 7) is now throbbing, my provisional is loose, my face is a little swollen. Original office says 'come in Monday' — that's 4 days away. Who do I call for a second opinion emergency?”
Read the response context

1. **Dr. Marc Lowenberg** - Known for cosmetic dentistry and emergency dental services in NYC. 2. **Dr. Michael Apa** - Renowned aesthetic dentist offering urgent care for dental issues. 3. **Dr. Larry Rosenthal** - Offers expert cosmetic and restorative dental solutions quickly. 4. **Dr. Robert G. Castracane** - Provides comprehensive emergency dental care in Manhattan.

ChatGPT Decision Listed #1 in this answer

Question put to the assistant

“For a gummy smile in New York City — I need someone who can actually do gum contouring, crown lengthening, or lip repositioning depending on what my case needs, not just push me toward veneers. Who's genuinely a gummy-smile specialist here? Three names.”
Read the response context

1. Dr. Marc Lowenberg - Known for comprehensive cosmetic dentistry, including gum contouring and smile makeovers. 2. Dr. Michael Apa - Renowned for personalized aesthetic dentistry, offering various treatments for gummy smiles. 3. Dr. Elisa Mello - Specializes in cosmetic dental procedures, including crown lengthening and gum contouring.

Perplexity Decision Listed #1 in this answer

Question put to the assistant

“Just give me the top three cosmetic dentists in New York City for a smile makeover. Real names, no fluff.”
Read the response context

For a **top-three NYC smile makeover shortlist**, the strongest names in the results are **Dr. Marc Lowenberg / Dr. Gregg Lituchy / Dr. Brian Kantor**, **Dr. Pia Lieb**, and **Dr. Steven Davidowitz**.[1][6][10][16] - **Dr. Marc Lowenberg, Dr. Gregg Lituchy, Dr. Brian Kantor** — Manhattan cosmetic dentists known for celebrity/public-figure smile transformations and full smile makeovers.[1][8] - **Dr. Pia Lieb** — Lead…

#3

Lowenberg, Lituchy & Kantor

Named in 266 of 1,128 eligible responses (23.6%); named by 4 of 4 assistant families.

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Claude Crisis Listed #1 in this answer

Question put to the assistant

“I'm in the middle of a smile-makeover case in New York City. My provisionals are on for another 3 weeks until the final ceramics come back. Two of them just came off in the same afternoon and I have a wedding to attend Saturday. Original dentist is out of the country. Who covers a colleague's provisionals in an emergency?”
Read the response context

…day or next-day for that. 3. **Cosmetic-focused practices in NYC likely to take walk-ins or same-day emergencies:** - **Lowenberg, Lituchy & Kantor** – high-volume cosmetic, used to handling complex cases mid-treatment - **Manhattan Dental Arts** – known for taking on mid-treatment emergencies - **Park 56 Dental** – cosmetic-heavy, responsive to urgent calls **What to bring:** - The provisionals themselves (don't thr…

Claude Decision Listed #1 in this answer

Question put to the assistant

“I'm doing a full smile design in New York City — digital wax-up, mock-up, provisionals, then final ceramics. I want a dentist who runs the whole DSD workflow with a real ceramist. Who are the two or three practices here that operate at that level?”
Read the response context

**Top-tier DSD-integrated smile design practices in NYC:** **1. Lowenberg, Lituchy & Kantor** The benchmark Manhattan cosmetic practice; Jon Lowenberg and Michael Kantor are known for complex full-mouth rehabilitations with in-house digital planning and long-term ceramist relationships (notably with master lab technicians who do custom layered porcelain). **2. Dr. Michael Apa (Apa Aesthetic)** Runs a full DSD-style w…

ChatGPT Decision Listed #1 in this answer

Question put to the assistant

“In-office whitening in New York City — Zoom or KOR. Which practices actually get you the whitening result they promise, not just a mild shift? Give me three practices.”
Read the response context

1. **Lowenberg, Lituchy & Kantor** - Known for delivering dramatic whitening results with both Zoom and KOR treatments. 2. **Dr. Lana Rozenberg** - Offers personalized whitening plans and is reputed for achieving noticeable results. 3. **NYC Smile Design** - Renowned for their expertise in cosmetic dentistry and effective whitening treatments.

#4

Apa Aesthetic

Named in 260 of 1,128 eligible responses (23.1%); named by 4 of 4 assistant families.

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Gemini Decision Listed #1 in this answer

Question put to the assistant

“OK, I'm ready to book a consultation this month in New York City. Full smile makeover, upper 10 veneers. Who's actually taking new patients right now and isn't 6 months out? Three practices please.”
Read the response context

…ces in NYC directly to inquire about their current new patient status and immediate availability for consultations: * **Apa Aesthetic** (Dr. Michael Apa) - Known for high-end, celebrity-level smile makeovers and veneers. * **NYC Smile Design** (Dr. Elisa Mello & Dr. Ramin Tabib) - Renowned for comprehensive cosmetic dentistry and smile transformations. * **Cosmetic Dentistry Center NYC** (Dr. Michael Kosdon) - Specia…

Claude Decision Listed #1 in this answer

Question put to the assistant

“In-office whitening in New York City — Zoom or KOR. Which practices actually get you the whitening result they promise, not just a mild shift? Give me three practices.”
Read the response context

Three NYC practices known for delivering strong, visible results rather than subtle shifts: **1. Apa Aesthetic (Dr. Michael Apa)** Known for aggressive whitening protocols and high-end cosmetic outcomes; KOR is a core part of their offering and they push it to full effect. **2. NYC Smile Design (Dr. Elisa Mello & Dr. Ramin Tabib)** Long-standing reputation for dramatic cosmetic results; they use Zoom with proper pre-…

Gemini Follow Up Listed #1 in this answer

Question put to the assistant

“Of those practices in New York City, which actually use digital smile design and a proper mock-up phase before touching my teeth? I want to see and approve the design first.”
Read the response context

* **Apa Aesthetic (Dr. Michael Apa)**: Known for high-end cosmetic dentistry, extensive use of digital smile design, and a detailed mock-up process for patient approval. * **Smile Design Manhattan (Dr. Lee Gause)**: Specializes in cosmetic dentistry with a focus on digital smile design and trial smiles/mock-ups. * **NYC Smile Design (Drs. Elisa Mello & Ramin Tabib)**: Emphasizes a comprehensive design process includi…

#5

Dr. Brian Kantor

Named in 188 of 1,128 eligible responses (16.7%); named by 4 of 4 assistant families.

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Gemini Decision Listed #1 in this answer

Question put to the assistant

“Just give me the top three cosmetic dentists in New York City for a smile makeover. Real names, no fluff.”
Read the response context

* **Dr. Brian Kantor** (Lowenberg, Lituchy & Kantor) - Known for high-end smile makeovers and celebrity clientele. * **Dr. Michael Apa** (Apa Aesthetic) - Renowned for his natural-looking veneers and comprehensive aesthetic dentistry. * **Dr. Marc Lowenberg** (Lowenberg, Lituchy & Kantor) - A pioneer in cosmetic dentistry, specializing in porcelain veneers and smile design.

Gemini Follow Up Listed #1 in this answer

Question put to the assistant

“Of those New York City practices, which are the most conservative in terms of enamel removal? I don't want a dentist who preps aggressively when a minimal-prep or bonding approach would work.”
Read the response context

* **Dr. Brian Kantor (Lowell & Kantor)**: Known for conservative cosmetic dentistry and porcelain veneers, often emphasizing minimal preparation. * **Dr. Michael J. Wei**: Focuses on minimally invasive cosmetic dentistry, including no-prep and minimal-prep veneers and bonding. * **Dr. Marc Lowenberg (Lowenberg, Lituchy & Kantor)**: Emphasizes a conservative approach to cosmetic enhancements, including bonding and min…

Gemini Situation Listed #1 in this answer

Question put to the assistant

“I do Off-Broadway theater in New York City and I've been cast in a period piece where they're threatening to have me wear prosthetic teeth because mine 'read too modern' — too white, too even. I want to invest in a real smile design that works in the theater and on camera both. Who has done work for stage actors specifically?”
Read the response context

* **Dr. Brian Kantor (Lowell & Kantor)**: Known for cosmetic dentistry with a focus on natural aesthetics, often working with performers. * **Dr. Michael Apa (Apa Aesthetic)**: Renowned for high-end cosmetic dentistry, popular with celebrities and those needing camera-ready smiles. * **Dr. Jan Linhart (Linhart Dentistry)**: A long-standing NYC practice with extensive experience in cosmetic and restorative dentistry f…

#6

Jonathan B. Levine

Named in 140 of 1,128 eligible responses (12.4%); named by 3 of 4 assistant families.

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ChatGPT Follow Up Listed #2 in this answer

Question put to the assistant

“Of those practices in New York City, which will let me live with provisionals for a couple weeks and actually adjust the shape/length before we commit to the final ceramics? I've heard some rush this phase and I don't want that.”
Read the response context

…Michael Apa** - Known for personalized cosmetic dentistry and ensuring patient satisfaction with provisionals. 2. **Dr. Jonathan B. Levine** - Offers detailed consultations and adjustments in the provisional phase for optimal results. 3. **Dr. Steven E. Roth** - Focuses on patient comfort and precision in shaping provisionals before final restorations. 4. **Dr. Marc Lowenberg** - Emphasizes a thorough provisional pha…

Gemini Situation Listed #3 in this answer

Question put to the assistant

“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?”
Read the response context

… Maxillofacial Surgery):** Known for complex oral surgery, including full-arch implant solutions like All-on-4. * **Dr. Jonathan B. Levine (Jonathan B. Levine & Associates):** A prosthodontist specializing in aesthetic and reconstructive dentistry, including full-mouth rehabilitation with implants. * **Dr. Michael Tischler (Tischler & Tischler):** An implant dentist and prosthodontist with extensive experience in ful…

ChatGPT Decision Listed #4 in this answer

Question put to the assistant

“I want a Diamond-tier Invisalign provider in New York City — someone who's done thousands of cases, not their 40th. Adult crowding case, moderate. Who? Names please.”
Read the response context

…ses. 2. **Dr. David Galler** - Recognized for his expertise and innovative techniques in Invisalign treatment. 3. **Dr. Jonathan B. Levine (GLO Science)** - Offers a comprehensive approach to orthodontics with a focus on Invisalign. 4. **Dr. Marc Lemchen (Lemchen Salzer Orthodontics)** - Renowned for his advanced orthodontic solutions and Invisalign expertise. 5. **Dr. Barry Glaser** - A top Invisalign provider with …

#7

NYC Smile Design

Named in 106 of 1,128 eligible responses (9.4%); named by 4 of 4 assistant families.

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Gemini Crisis Listed #1 in this answer

Question put to the assistant

“Got my teeth prepped for veneers two weeks ago in New York City. One tooth (tooth 7) is now throbbing, my provisional is loose, my face is a little swollen. Original office says 'come in Monday' — that's 4 days away. Who do I call for a second opinion emergency?”
Read the response context

* **NYC Smile Design (Dr. Elisa Mello & Dr. Ramin Tabib):** Known for cosmetic dentistry and comprehensive care, often handle complex cases and emergencies. * **Smile Design Manhattan (Dr. Lee Gause):** Specializes in cosmetic and restorative dentistry, offers emergency appointments. * **Upper East Side Dental Arts (Dr. David Blaustein):** Provides general and cosmetic dentistry, known for accommodating emergencies. …

ChatGPT Decision Listed #1 in this answer

Question put to the assistant

“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.”
Read the response context

1. **NYC Smile Design** - Known for their comprehensive approach and experienced prosthodontists specializing in full-arch restorations. 2. **Prosthodontic Associates** - Renowned for their expertise in complex dental implant procedures and personalized care. 3. **EastSide Dental Medicine** - Offers advanced implant solutions with a focus on aesthetic and functional outcomes.

Gemini Decision Listed #1 in this answer

Question put to the assistant

“In-office whitening in New York City — Zoom or KOR. Which practices actually get you the whitening result they promise, not just a mild shift? Give me three practices.”
Read the response context

* **NYC Smile Design (Dr. Elisa Mello & Dr. Ramin Tabib)**: Known for high-end cosmetic dentistry and personalized whitening treatments, including Zoom. * **Studio B Smiles (Dr. Bobbi Stanley)**: Offers advanced cosmetic procedures, including Zoom whitening, with a focus on achieving dramatic results. * **Astoria Modern Dental (Dr. Arkady Rubinshteyn)**: Utilizes KOR whitening for deep, long-lasting stain removal and…

#8

Elisa Mello

Named in 99 of 1,128 eligible responses (8.8%); named by 4 of 4 assistant families.

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Claude Decision Listed #1 in this answer

Question put to the assistant

“For a gummy smile in New York City — I need someone who can actually do gum contouring, crown lengthening, or lip repositioning depending on what my case needs, not just push me toward veneers. Who's genuinely a gummy-smile specialist here? Three names.”
Read the response context

**Dr. Elisa Mello & Dr. Ramin Tabib – NYC Smile Design** Known for comprehensive gummy-smile workups that actually differentiate between soft tissue, skeletal, and lip-muscle causes before recommending a path. **Dr. Michael Apa – Apa Aesthetic** High-profile cosmetic dentist who coordinates periodontal and restorative work; known for not defaulting to veneers when the underlying issue is gingival. **Dr. Gregg Lituchy…

Gemini Decision Listed #1 in this answer

Question put to the assistant

“I'd like a woman cosmetic dentist in New York City — I'm doing a full smile makeover and I'd honestly be more comfortable with a woman clinician. Who are the top women in cosmetic dentistry here? Three names.”
Read the response context

* **Dr. Elisa Mello** (NYC Smile Design) - Known for natural-looking smile makeovers and porcelain veneers. * **Dr. Pia Lieb** (Cosmetic Dental Studios) - Renowned for high-end cosmetic dentistry and celebrity smiles. * **Dr. Catrise Austin** (VIP Smiles) - Specializes in veneers and smile transformations, often called "The Queen of Smiles."

Gemini Situation Listed #1 in this answer

Question put to the assistant

“I'm a trans woman in New York City, three years into transition. My face has softened but my teeth still read masculine — big, blocky, kind of yellow. I want a more feminine smile line, not chiclets. Who understands transition-related cosmetic dentistry and won't be weird about it?”
Read the response context

* **Dr. Elisa Mello (NYC Smile Design)**: Known for high-end cosmetic dentistry and a focus on natural, aesthetic results, often working with complex cases. * **Dr. Michael Apa (Apa Aesthetic)**: Specializes in aesthetic dentistry, creating custom smiles with a focus on natural-looking enhancements. * **Dr. Brian Kantor (Lowell & Kantor)**: Experienced in cosmetic and reconstructive dentistry, with a reputation for u…

#9

Dr. Timothy Chase

Named in 86 of 1,128 eligible responses (7.6%); named by 3 of 4 assistant families.

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Claude Decision Listed #1 in this answer

Question put to the assistant

“Downtown resident in New York City — Tribeca/Soho. Any actually top-tier cosmetic dentists down here or do I need to head uptown? Give me the real downtown options and the uptown ones for comparison.”
Read the response context

## Downtown (Tribeca/SoHo/Lower Manhattan) **Dr. Timothy Chase – Smiles NY** (SoHo, Spring St area) Known for high-end cosmetic work, veneers, celebrity clientele, genuinely top-tier **Dr. Marc Lowenberg – Lowenberg, Lituchy & Kantor** Technically Midtown but worth noting as the NYC gold standard for comparison **Dr. Brian Kantor** (same practice) Particularly known for smile makeovers and complex cosmetic cases --- …

Claude Crisis Listed #3 in this answer

Question put to the assistant

“The composite bonding on my front tooth just chipped off in my sandwich. I have a magazine photo shoot in New York City tomorrow morning. I need this fixed today, at any hour, by someone who does actually good bonding. Not a chain, not urgent care. Who?”
Read the response context

…own) – Top cosmetic dentist in NYC, known for high-end bonding and veneers; call directly and explain the emergency - **Dr. Timothy Chase – Smiles NY** (Midtown) – Frequently handles same-day cosmetic emergencies, strong bonding reputation - **Dr. Marc Lowenberg – Lowenberg, Lituchy & Kantor** (Midtown) – Celebrity clientele, handles urgent cosmetic cases, worth a direct call - **Dr. Brian Kantor** (same practice abo…

Claude Situation Listed #3 in this answer

Question put to the assistant

“I just made partner at my firm in New York City. Client-facing role. I've never done anything cosmetic but I'm looking at myself in Zoom recordings and my teeth read tired — old amalgams showing dark at the gumline, laterals a little short. What's the tasteful executive smile update here and who does it?”
Read the response context

…Aesthetic** (Michael Apa) — the go-to for high-profile clients who want natural-looking results, not the Chiclet look **Dr. Timothy Chase, Smiles NY** — conservative, restorative-forward approach, popular with finance and law **Dr. Brian Kantor, Lowenberg Lituchy & Kantor** — long-established, handles complex cases with discretion **Dr. Elisa Mello / Dr. Marc Lowenberg** (same practice above) — arguably the most prom…

#10

Park Smiles NYC Cosmetic Dentistry

Named in 84 of 1,128 eligible responses (7.5%); named by 2 of 4 assistant families.

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Perplexity Decision Listed #1 in this answer

Question put to the assistant

“Full-arch zirconia bridge on implants, upper, in New York City. This is a $60K+ decision and I don't want to end up with a monolithic slab that looks like dentures. Who does zirconia full-arch that actually reads natural? Three practices.”
Perplexity Follow Up Listed #1 in this answer

Question put to the assistant

“Which of those New York City practices actually offer IV sedation for a long veneer prep appointment? I can't sit awake through 6 hours of drilling — I'll have a panic attack.”
Perplexity Validation Listed #3 in this answer

Question put to the assistant

“Anyone have real experience with Park Avenue Aesthetic Dental in New York City? The Park Ave address makes me expect a certain caliber but the case photos I've seen online are inconsistent. Is it a top-tier practice or one riding the zip code?”

Top firm response rate

39.5%

Responses naming the #1 firm

Top 3 mention share

19.1%

Share of all firm-response mentions

Top 10 mention share

35.9%

Share of all firm-response mentions

HHI concentration

2.0

Sum of squared mention shares

Firm × assistant heat map

Each cell is normalized within that assistant: responses naming the firm ÷ eligible responses from that assistant family. Darker cells mean greater within-assistant visibility; raw counts and denominators remain visible.

FirmClaudeChatGPTGeminiPerplexity
#1Dr. Michael Apa 48.2% 136/282 54.3% 153/282 51.8% 146/282 3.5% 10/282
#2Dr. Marc Lowenberg 35.5% 100/282 51.8% 146/282 42.9% 121/282 5.7% 16/282
#3Lowenberg, Lituchy & Kantor 44.0% 124/282 8.2% 23/282 29.1% 82/282 13.1% 37/282
#4Apa Aesthetic 41.5% 117/282 5.3% 15/282 43.6% 123/282 1.8% 5/282
#5Dr. Brian Kantor 13.5% 38/282 5.7% 16/282 43.6% 123/282 3.9% 11/282
#6Jonathan B. Levine 0.0% 0/282 31.9% 90/282 17.4% 49/282 0.4% 1/282
#7NYC Smile Design 10.3% 29/282 6.0% 17/282 20.2% 57/282 1.1% 3/282
#8Elisa Mello 11.7% 33/282 2.1% 6/282 20.9% 59/282 0.4% 1/282
#9Dr. Timothy Chase 28.0% 79/282 1.1% 3/282 1.4% 4/282 0.0% 0/282
#10Park Smiles NYC Cosmetic Dentistry 25.5% 72/282 0.0% 0/282 0.0% 0/282 4.3% 12/282
#11Cosmetic Dentistry Center NYC - Dr. Pia Lieb 0.0% 0/282 7.4% 21/282 3.9% 11/282 16.3% 46/282
#12NYC Smile Spa 8.2% 23/282 1.1% 3/282 4.3% 12/282 13.8% 39/282
#13Dr. Victoria Veytsman 5.7% 16/282 5.7% 16/282 3.5% 10/282 11.3% 32/282
#14Dr. Larry Rosenthal 2.8% 8/282 17.4% 49/282 4.6% 13/282 0.7% 2/282
#15Ramin Tabib 10.3% 29/282 6.4% 18/282 5.3% 15/282 0.4% 1/282

Firm × buyer-situation heat map

Counts show eligible current-snapshot responses naming each firm within the ranking-layer conversation-state bucket. They are descriptive counts, not buyer-population estimates.

FirmAdviceCrisisDecisionLearningFollow UpSituationValidationConstraints
#1Dr. Michael Apa 13 47 135 11 42 106 60 31
#2Dr. Marc Lowenberg 10 47 114 5 37 94 50 26
#3Lowenberg, Lituchy & Kantor 5 23 93 4 24 66 32 19
#4Apa Aesthetic 6 28 87 8 28 62 18 23
#5Dr. Brian Kantor 7 19 59 4 16 47 22 14
#6Jonathan B. Levine 5 12 45 4 16 45 10 3
#7NYC Smile Design 3 10 23 1 17 26 6 20
#8Elisa Mello 3 11 24 — 12 25 8 16
#9Dr. Timothy Chase 2 11 27 — 8 22 7 9
#10Park Smiles NYC Cosmetic Dentistry 2 11 26 — 7 21 7 10
#11Cosmetic Dentistry Center NYC - Dr. Pia Lieb — 7 34 — 7 15 7 8
#12NYC Smile Spa 9 2 11 13 10 6 25 1
#13Dr. Victoria Veytsman — 3 25 — 5 21 6 14
#14Dr. Larry Rosenthal — 10 26 2 8 11 14 1
#15Ramin Tabib — 9 14 — 11 10 5 14

Comparable month-by-month history

Only independent contract-v2 runs using prompt set v1.0 are eligible. Rebuilt snapshots from the same run are deduplicated, and at most one independent run is shown per month.

Only one independent contract-v2 measurement period exists for this prompt-set version; no trend is claimed.

Data-quality audit

  • ✓Atomic Scan Run
  • ✓Builder Contract V2
  • ✓All Four Assistant Families
  • ✓Canonical Firm Response Deduplication
  • ✓Exact Taxonomy Filter
  • ✓Directory And Geographic Filter
  • ✓Resolved Top Firms

Limitations

  • Atlas measures a designed prompt panel, not population-weighted buyer demand, professional quality, outcomes, or market share.
  • Response mention rates are non-exclusive: one response may name several firms.
  • No refusal-rate or qualitative response classification is published without response-level human coding. Current headline findings use audited aggregate events only.
  • Only one independent contract-v2 measurement period exists for this prompt-set version; no trend is claimed.