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 1,089 ranked practices 5,989 firm-response mentions Snapshot NYC-COS-2026-09-v1.0

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 461 of 1,128 eligible responses (40.9%); named by 4 of 4 assistant families.

Full Atlas profile →
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

…potential adjustments or replacements with your original dentist. Some reputable cosmetic dentists in NYC include: 1. **Dr. Michael Apa** - Known for natural-looking veneers and celebrity clientele. 2. **Dr. Marc Lowenberg** - Specializes in aesthetic dentistry with a focus on natural results. 3. **Dr. Irene Grafman** - Offers personalized cosmetic dental solutions with attention to detail. They can assess whether th…

Gemini Advice Listed #1 in this answer

Question put to the assistant

“If this were your daughter — 26, in New York City, teeth are objectively fine but she hates them, husband thinks it's crazy — would you tell her to get the veneers or leave it alone?”
Read the response context

…ce, and potential future costs. * **Consult multiple dentists:** Look for those specializing in cosmetic dentistry. * **Dr. Michael Apa (NYC):** Known for natural-looking, high-end cosmetic dentistry. * **Dr. Marc Lowenberg (NYC):** Pioneer in cosmetic dentistry, often works with celebrities. * **Dr. Brian Kantor (NYC):** Focuses on creating custom, aesthetic smiles. **If she decides to leave it alone for now:** * **…

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

… they can color-match. A good cosmetic dentist sequences this for you. --- **NYC cosmetic dentists worth knowing:** - **Dr. Michael Apa (Apa Aesthetic)** — High-end veneer work, celebrity clientele, very comprehensive treatment planning - **Dr. Marc Lowenberg (Lowenberg, Lituchy & Kantor)** — Long-established, known for complex full-mouth transformations - **Dr. Timothy Chase (Smiles NY)** — Strong reputation for cos…

#2

Dr. Marc Lowenberg

Named in 397 of 1,128 eligible responses (35.2%); named by 4 of 4 assistant families.

Full Atlas profile →
ChatGPT 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

…luate your smile and recommend appropriate treatments. Here are some reputable cosmetic dentists in New York City: 1. **Dr. Marc Lowenberg** - Known for high-profile cosmetic dentistry and smile makeovers. 2. **Dr. Michael Apa** - Renowned for porcelain veneers and natural-looking results. 3. **Dr. Nancy Rosen** - Specializes in cosmetic and restorative dentistry, offering personalized treatment plans. 4. **Dr. Ramin…

ChatGPT Decision Listed #1 in this answer

Question put to the assistant

“I'm looking for the composite-bonding artist in New York City — someone whose direct bonding work rivals what most people get from porcelain. Two or three names. Freehand skill, not just workflow-driven.”
Read the response context

1. Dr. Marc Lowenberg - Known for his artistic approach and attention to detail in cosmetic dentistry. 2. Dr. Michael Apa - Renowned for his natural-looking composite bonding and celebrity clientele. 3. Dr. Larry Rosenthal - Celebrated for his expertise in cosmetic dentistry and innovative techniques.

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. Marc Lowenberg** (Lowenberg, Lituchy & Kantor) — arguably NYC's most celebrity-heavy cosmetic practice; their main office is Midtown but worth noting as the benchmark **Dr. Timothy Chase** (SmilesNY) — solid downtown presence, known for veneers and smile makeovers **Dr. Michael Apa** — has a downtown location; one of the most sought-after cosmetic dentists in NYC, very…

#3

Lowenberg, Lituchy & Kantor

Named in 256 of 1,128 eligible responses (22.7%); named by 4 of 4 assistant families.

Full Atlas profile →
Perplexity 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

…—**full DSD workflow, mock-up/provisionals, and a real ceramist involved**—the strongest NYC names in the results are **Lowenberg, Lituchy & Kantor**, **Apa Aesthetic (Dr. Michael Apa)**, and **Smile Design Manhattan / NYC Smile Design**. These are the practices most explicitly associated with high-end digital smile design and ceramist-driven restorative workflows in the search results.[1][4] - **Lowenberg, Lituchy &…

Claude Decision Listed #1 in this answer

Question put to the assistant

“Adult, mild crowding, no bite issue. In New York City. Weighing Six Month Smiles vs. full Invisalign vs. minor bonding. Give me three practices that will honestly walk me through each and not just sell me the most expensive one.”
Read the response context

Three NYC practices with a reputation for honest, option-oriented consultations: **Lowenberg, Lituchy & Kantor** – High-end cosmetic focus; known for recommending the minimally invasive route when it fits, not just the premium one. **Manhattan Dental Arts (Dr. Ramin Tabib / Dr. Elisa Mello)** – Strong on patient education; frequently discuss bonding as a legitimate standalone solution for mild cases. **Smile Studios …

Claude 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

…D (Digital Smile Design) workflow with physical mock-up before any prep: **Strongly associated with DSD protocol:** - **Lowenberg, Lituchy & Kantor** – High-profile cosmetic practice, well-documented mock-up process before any irreversible work - **Manhattan Dental Arts (Dr. Ira Handschuh's NYC referrals / Dr. Michael Apa's former associates)** – Apa-trained dentists typically follow full digital planning workflows -…

#4

Apa Aesthetic

Named in 255 of 1,128 eligible responses (22.6%); named by 4 of 4 assistant families.

Full Atlas profile →
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-fluent practices in NYC:** **1. Apa Aesthetic (Dr. Michael Apa, Midtown)** The most internationally recognized name for full smile design in the city; runs complete DSD digital workflow with in-house and elite lab collaboration; known for high-profile clientele and exacting provisional-to-final transitions. **2. NYC Smile Design (Dr. Elisa Mello & Dr. Ramin Tabib, Midtown)** Long-established as a bench…

Gemini Decision Listed #1 in this answer

Question put to the assistant

“Wedding in New York City in 14 weeks. Upper 8 veneers, natural finish, done in time. Which practices can realistically start next week and hit that deadline properly — provisionals, adjustments, final seat — without cutting corners? Three names.”
Read the response context

1. **Apa Aesthetic (Dr. Michael Apa)**: Known for high-end, natural-looking veneers and efficient scheduling for demanding clients. 2. **Smile Design Manhattan (Dr. Lee Gause)**: Specializes in aesthetic dentistry with a focus on custom, natural results and timely completion. 3. **NYC Smile Design (Dr. Elisa Mello & Dr. Ramin Tabib)**: Reputable for complex cosmetic cases, including veneers, with a focus on precision…

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)**: Renowned for high-end cosmetic dentistry and full smile makeovers using advanced digital planning. * **Lowenberg, Lituchy & Kantor (Drs. Marc Lowenberg, Gregg Lituchy, Brian Kantor)**: A prominent practice known for extensive cosmetic work, including digital smile design and mock-ups. * **NYC Smile Design (Drs. Elisa Mello & Ramin Tabib)**: Focuses on aesthetic and reconstructiv…

#5

Dr. Jonathan Levine

Named in 186 of 1,128 eligible responses (16.5%); named by 3 of 4 assistant families.

Full Atlas profile →
ChatGPT Crisis Listed #1 in this answer

Question put to the assistant

“My anterior implant on tooth 8 is failing. Placed 14 months ago in New York City. It's mobile, my gum is inflamed, and there's a bad taste. Original surgeon is dodging my calls. Who takes over failing implants as an emergency here?”
Read the response context

1. **Dr. Jonathan Levine** - Known for expertise in cosmetic and implant dentistry. 2. **Dr. Michael Apa** - Renowned for aesthetic dentistry and handling complex implant cases. 3. **Dr. Lawrence Spindel** - Offers comprehensive dental care with a focus on implant restoration. 4. **Dr. Robert G. Schwartz** - Specializes in implant dentistry and emergency dental care. 5. **Dr. David Scharf** - Expert in periodontal tr…

ChatGPT 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.”
Read the response context

1. Dr. Jonathan Levine - Known for creating natural-looking full-arch restorations with a focus on aesthetics. 2. ClearChoice Dental Implant Center - Specializes in high-quality zirconia full-arch bridges with advanced technology. 3. Dr. John Koutsoyiannis at Arch Dental Associates - Renowned for personalized and natural-looking full-arch solutions using zirconia.

ChatGPT Situation Listed #1 in this answer

Question put to the assistant

“Congenitally missing lateral incisor — tooth 7. I've had a Maryland bridge since I was 16 and it keeps debonding. I'm 29 now, in New York City. Considering a single implant vs. a proper bridge vs. living with the Maryland forever. Who's genuinely good at the aesthetics of a single anterior implant?”
Read the response context

1. **Dr. Jonathan Levine** - Known for his expertise in cosmetic dentistry and implantology, offering natural-looking results. 2. **Dr. Michael Apa** - Renowned for aesthetic dentistry, specializing in creating beautiful smiles with implants. 3. **Dr. Dean Vafiadis** - Expert in prosthodontics and dental implants, focusing on aesthetic outcomes. 4. **Dr. Steven E. Roth** - Offers comprehensive cosmetic dental solutio…

#6

Dr. Brian Kantor

Named in 180 of 1,128 eligible responses (16.0%); named by 4 of 4 assistant families.

Full Atlas profile →
Gemini Situation Listed #1 in this answer

Question put to the assistant

“I'm a local news anchor in New York City. HD is not kind — my two front teeth are shorter than the laterals and I've got old bonding from college that yellowed. Producers keep suggesting I 'smile bigger.' Who in this city does anchor/on-camera smiles that don't read as fake?”
Gemini Advice Listed #2 in this answer

Question put to the assistant

“My 17-year-old daughter is dead set on getting veneers before college. We're in New York City. My gut says absolutely not — she's a kid, her teeth are healthy. Am I being an out-of-touch parent or is my instinct right? What would you tell your own kid?”
Read the response context

…conservative approach and expertise: * **Dr. Michael Apa:** Known for natural-looking, high-end cosmetic dentistry. * **Dr. Brian Kantor (Lowenberg & Kantor):** Renowned for aesthetic dentistry and a patient-centric approach. * **Dr. Marc Lowenberg (Lowenberg & Kantor):** Highly experienced in cosmetic and restorative dentistry, often emphasizing conservative treatments.

Gemini Decision Listed #2 in this answer

Question put to the assistant

“I'm looking for the composite-bonding artist in New York City — someone whose direct bonding work rivals what most people get from porcelain. Two or three names. Freehand skill, not just workflow-driven.”
Read the response context

* **Dr. Michael Apa:** Renowned for high-end aesthetic dentistry, including exceptional direct composite work. * **Dr. Brian Kantor:** Specializes in natural-looking cosmetic dentistry, with a strong reputation for artistic composite bonding. * **Dr. Marc Lowenberg:** A leading cosmetic dentist in NYC, known for creating beautiful smiles with both porcelain and composite.

#7

NYC Smile Design

Named in 92 of 1,128 eligible responses (8.2%); named by 4 of 4 assistant families.

Full Atlas profile →
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. **NYC Smile Design** - Known for emergency dental services and cosmetic dentistry. 2. **Dr. Michael J. Wei** - Offers comprehensive cosmetic dentistry and emergency care. 3. **Dr. Pia Lieb at Cosmetic Dentistry Center NYC** - Renowned for urgent dental care and aesthetic expertise. 4. **Dr. Marc Lowenberg at Lowenberg, Lituchy & Kantor** - Specializes in cosmetic dental emergencies. 5. **Dr. Lawrence Spindel** - O…

ChatGPT 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.”
Read the response context

1. **NYC Smile Design** - Known for their aesthetic focus and natural-looking full-arch restorations. 2. **Prosthodontics Intermedica** - Specializes in high-end, custom zirconia bridges with a natural appearance. 3. **Dr. Michael Apa at Apa Aesthetic** - Renowned for creating bespoke, lifelike dental restorations.

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. Lee Gause):** Known for high-end cosmetic dentistry and achieving dramatic whitening results with Zoom. * **Studio Smiles NYC (Dr. Andrew Koenigsberg):** Offers KOR whitening and is praised for significant, lasting brightness. * **Advanced Dental Arts (Dr. Theodore Katz):** Specializes in cosmetic makeovers, including effective Zoom whitening for noticeable transformations.

#8

Dr. Timothy Chase

Named in 79 of 1,128 eligible responses (7.0%); named by 3 of 4 assistant families.

Full Atlas profile →
Claude 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

…specifically for composite work, not just general cosmetics. --- ## NYC Composite Bonding Specialists Worth Knowing - **Dr. Timothy Chase (Smiles NY)** — known for high-end composite and conservative cosmetic work - **Dr. Michael Apa** — veneers-heavy practice, probably the one recommending veneers - **Dr. Apa aside**, look for dentists who trained under **Newton Fahl or Lorenzo Vanini** protocols — that signals seri…

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 downtown crowd **Dr. Marc Lowenberg – Lowenberg, Lituchy & Kantor** Technically Midtown but worth noting as the gold standard comparison point **Dr. Brian Kantor** (same practice) Veneers and smile makeovers, A-list reputation --- ## Uptown Worth the Trip *…

Claude Situation Listed #1 in this answer

Question put to the assistant

“I'm an actor in New York City. Headshots are getting reshot in 6 weeks and I keep losing commercial callbacks because my smile is uneven — right central is chipped, left one is rotated. Bonding? Veneers? Who's actually done work for working actors here and understands the timeline?”
Read the response context

…mediately photographable - $300-800 per tooth typically --- ## NYC Dentists with Actual Entertainment/Media Clientele **Dr. Timothy Chase – Smiles NY (Midtown)** Known specifically for actors and media personalities, fast cosmetic turnaround, heavy bonding experience **Dr. Michael Apa – Apa Aesthetic (Upper East Side)** High-profile cosmetic cases, understands camera and lighting; premium pricing but results are docu…

#9

Elisa Mello

Named in 75 of 1,128 eligible responses (6.7%); named by 3 of 4 assistant families.

Full Atlas profile →
Claude 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** – Co-founder of NYC Smile Design; widely recognized for high-end smile makeovers and veneers. **Dr. Ramin Tabib** – Co-founder alongside Mello at NYC Smile Design (note: he is male, so pair with Mello specifically). **Dr. Catrise Austin** – Known as "America's Smile Stylist"; celebrity clientele, strong focus on cosmetic transformations. **Dr. Gerry Curatola** – (Male — disregard.) Let me give you…

Claude Validation Listed #1 in this answer

Question put to the assistant

“Is Manhattan Smile Design actually a serious cosmetic practice in New York City or is it more of a marketing-driven shop? Real client outcomes at 3-5 years — not just the website portfolio?”
Read the response context

Honest assessment based on what's verifiable: **What's credible about them:** - Dr. Elisa Mello and Dr. Ramin Tabib are the principals; both have legitimate credentials (NYU-affiliated, published cases) - They've been featured in mainstream press (Vogue, NY Times style coverage), which reflects real patient volume, not just SEO - The practice has been operating long enough (20+ years) that pure marketing shops don't …

Gemini Constraints Listed #1 in this answer

Question put to the assistant

“I have severe dental phobia — I haven't been in 11 years, panic attacks in the chair, the whole thing. I need a cosmetic dentist in New York City that offers IV sedation and won't make me feel judged. Who's actually good with dental-phobic adults?”
Read the response context

* **Dr. Elisa Mello (NYC Smile Design):** Known for a compassionate approach to anxious patients, offering various sedation options including IV sedation, and specializing in cosmetic makeovers. * **Dr. Marc Lowenberg (Lowenberg, Lituchy & Kantor):** Highly regarded for cosmetic dentistry and experienced with anxious patients, offering IV sedation with an anesthesiologist. * **Dr. Michael Kosdon (Michael Kosdon, DDS)…

#10

Dr. Victoria Veytsman

Named in 73 of 1,128 eligible responses (6.5%); named by 4 of 4 assistant families.

Full Atlas profile →
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. Victoria Veytsman:** Known for high-end smile makeovers and personalized patient care. * **Dr. Elisa Mello:** Renowned for aesthetic dentistry, including porcelain veneers and full mouth reconstruction. * **Dr. Sharon Huang:** Specializes in cosmetic dentistry and orthodontics, focusing on comprehensive smile design.

Perplexity Decision Listed #1 in this answer

Question put to the assistant

“Ready to move. 10 veneers, upper arch, full smile makeover in New York City. Budget isn't the constraint — I want the best artistic result. Who is the top of this market? Three names.”
Read the response context

For a **10-veneer upper-arch smile makeover in NYC**, the strongest names from the results are **Dr. Victoria Veytsman**, **Dr. Marc Lowenberg**, and **Dr. Marc Lazare**. They are the clearest matches for *high-end, artistic cosmetic dentistry* rather than general dentistry.[2][4][11] - **Dr. Victoria Veytsman** — Featured by Haute Living as a top NYC cosmetic dentist, described as trusted by celebrities and executiv…

Perplexity 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

…ign plus a true mock-up/trial phase before any tooth preparation**, the clearest matches in your results are these: - **Dr. Victoria Veytsman / Veytsman Dentistry** — explicitly says she uses **Digital Smile Design**, creates a 3D-printed model, and then makes a **“trial smile”** mock-up you wear over your own teeth; “nothing is prepared until you have approved the design in your own mouth.” [1] - **Sama Oral Health*…

Top firm response rate

40.9%

Responses naming the #1 firm

Top 3 mention share

18.6%

Share of all firm-response mentions

Top 10 mention share

34.3%

Share of all firm-response mentions

HHI concentration

1.9

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 48.9% 138/282 55.0% 155/282 55.7% 157/282 3.9% 11/282
#2Dr. Marc Lowenberg 35.8% 101/282 50.4% 142/282 50.4% 142/282 4.3% 12/282
#3Lowenberg, Lituchy & Kantor 41.8% 118/282 7.1% 20/282 32.6% 92/282 9.2% 26/282
#4Apa Aesthetic 39.7% 112/282 4.3% 12/282 43.3% 122/282 3.2% 9/282
#5Dr. Jonathan Levine 1.1% 3/282 37.2% 105/282 27.7% 78/282 0.0% 0/282
#6Dr. Brian Kantor 12.1% 34/282 3.2% 9/282 45.4% 128/282 3.2% 9/282
#7NYC Smile Design 11.0% 31/282 8.9% 25/282 11.3% 32/282 1.4% 4/282
#8Dr. Timothy Chase 27.0% 76/282 0.4% 1/282 0.7% 2/282 0.0% 0/282
#9Elisa Mello 13.1% 37/282 2.8% 8/282 10.6% 30/282 0.0% 0/282
#10Dr. Victoria Veytsman 4.3% 12/282 8.2% 23/282 6.0% 17/282 7.4% 21/282
#11Park Smiles NYC Cosmetic Dentistry 23.4% 66/282 0.0% 0/282 0.4% 1/282 0.7% 2/282
#12NYC Smile Spa 11.0% 31/282 1.1% 3/282 3.5% 10/282 8.2% 23/282
#13Cosmetic Dentistry Center NYC - Dr. Pia Lieb 0.0% 0/282 6.7% 19/282 4.6% 13/282 12.4% 35/282
#14Jonathan B. Levine 0.0% 0/282 0.7% 2/282 22.7% 64/282 0.0% 0/282
#15Ramin Tabib 11.3% 32/282 6.0% 17/282 3.9% 11/282 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 18 50 140 10 40 112 59 32
#2Dr. Marc Lowenberg 16 48 109 7 39 98 49 31
#3Lowenberg, Lituchy & Kantor 7 27 86 5 24 63 23 21
#4Apa Aesthetic 7 30 82 7 31 59 19 20
#5Dr. Jonathan Levine 8 21 55 3 18 56 21 4
#6Dr. Brian Kantor 9 23 53 2 17 39 28 9
#7NYC Smile Design 2 11 25 — 14 19 2 19
#8Dr. Timothy Chase 3 12 22 — 7 20 7 8
#9Elisa Mello 2 5 22 1 7 16 5 17
#10Dr. Victoria Veytsman 1 3 26 — 6 19 7 11
#11Park Smiles NYC Cosmetic Dentistry 3 11 16 — 5 20 7 7
#12NYC Smile Spa 8 1 7 8 8 4 28 3
#13Cosmetic Dentistry Center NYC - Dr. Pia Lieb — 6 25 — 7 17 5 7
#14Jonathan B. Levine 4 10 16 2 8 15 7 4
#15Ramin Tabib 3 6 17 — 4 14 4 13

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.

MonthResponses#1 Dr. Michael Apa#2 Dr. Marc Lowenberg#3 Lowenberg, Lituchy...#4 Apa Aesthetic#5 Dr. Jonathan Levin...
Jul 2026564#145.0%#232.1%#328.0%#415.8%#514.0%
Aug 20261,128#139.3%#233.9%#324.8%#423.0%#614.9%
Sep 20261,128#140.9%#235.2%#322.7%#422.6%#516.5%

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.
  • Monthly history includes one independent contract-v2 run per month under the same prompt-set version.