Who ChatGPT recommends · October 2026

Who ChatGPT recommends: dermatologists in 10 US cities

By Maksim Shchegolev, founder of OperStack · Measured 3 October 2026 · Published 4 October 2026 · Data: CC BY 4.0, cite OperStack with a link

How we measured: 3 buyer questions in each of 10 US cities, asked in ChatGPT on chatgpt.com with web search on, the way a person asks it, through an automated browser session (Bright Data), 2 runs, 3 October 2026. All 60 answers were usable.

What the data shows

  1. 2 of 10

    In 2 of 10 cities at least one business was named in all 6 answers; in the rest no business made every answer.

    City counts where some business appears in every one of the 6 answers (3 questions × 2 runs); cities with fewer than 6 usable answers are not counted.
  2. 115 of 200

    115 of 200 named dermatologists were mentioned without any link to their own website.

    A business counts as linked if its own website appears in a map card, in a link next to its name, or among the cited sources.

City by city

New York, NY

6 answers · 25 businesses named · 56% named again in run 2

BusinessNamedFirst
Elisha M. Singer, M.D3 of 63
Angela Lamb, MD3 of 60
Columbia Dermatology3 of 60
Goldenberg Dermatology3 of 60
Dr. Shari Marchbein, MD PC2 of 62
Andreas Boker, MD2 of 60
Benjamin Ungar, MD2 of 60
Nanette Silverberg, MD2 of 60
Steven Cohen, MD, MPH2 of 60
Washington Square Dermatology2 of 60

Plus 15 more named less often.

Sources cited: mountsinai.org (3), weillcornell.org (2), yably.com (2), aad.org (1), drsharimarchbein.com (1), goldenbergdermatology.com (1), newyorklists.com (1), nyulangone.org (1), ratemds.com (1)

Chicago, IL

6 answers · 22 businesses named · 73% named again in run 2

BusinessNamedFirst
Molly Stout, MD4 of 62
Smita Aggarwal, MD4 of 61
Kaminska Dermatology North Center3 of 60
Northwestern Skin Cancer Institute3 of 60
Sarah Kasprowicz, MD3 of 60
The Skin Care Center3 of 60
Glazer Dermatology2 of 61
Michael Berkson, MD, FAAD2 of 60
Cara Garretson1 of 61
Chicago Cosmetic Surgery & Dermatology1 of 61

Plus 12 more named less often.

Sources cited: nm.org (4), rush.edu (4), yably.com (2), revnra.com (1), uchicagomedicine.org (1)

Los Angeles, CA

6 answers · 23 businesses named · 58% named again in run 2

BusinessNamedFirst
Ohara Dermatology Beverly Hills3 of 63
Ben Behnam, MD2 of 61
ShanthiMD, A Golden State Dermatology Affiliate2 of 61
Dr. Ehsan Azimi2 of 60
Dr. Nima Gharavi2 of 60
Metropolis Dermatology2 of 60
UCLA Health Dermatology2 of 60
Teresa T. Soriano1 of 61
Ardalan Minokadeh, MD, PhD1 of 60
Cedars-Sinai Dermatology1 of 60

Plus 13 more named less often.

Sources cited: uclahealth.org (4), aad.org (2), cedars-sinai.org (2), healthgrades.com (2), thecliniccompass.com (2), realself.com (1), webmd.com (1)

Houston, TX

6 answers · 19 businesses named · 39% named again in run 2

BusinessNamedFirst
Jessica Boulavsky, MD, FAAD5 of 63
Allustra Dermatology5 of 60
Complete Dermatology - Washington Avenue5 of 60
Full Circle Dermatology4 of 60
Reena Jogi, MD3 of 61
U.S. Dermatology Partners Medical District3 of 60
Neda Nosrati MD2 of 61
The Skin People1 of 61
Bryan Hiscox1 of 60
Carina Wasko1 of 60

Plus 9 more named less often.

Sources cited: cityvetted.com (3), aad.org (2), yably.com (2), allustradermatology.com (1), bcm.edu (1), elitedermatology.com (1), houstondermatologyspecialists.com (1), houstoniamag.com (1), houstonmethodist.org (1), memorialhermann.org (1)

Dallas, TX

6 answers · 14 businesses named · 78% named again in run 2

BusinessNamedFirst
Shadi Damanpour, MD6 of 65
Mindful Dermatology, PLLC5 of 61
Juliet Gibson, MD4 of 60
U.S. Dermatology Partners North Dallas4 of 60
Dallas Associated Dermatologists2 of 60
Dermatology Center of Dallas2 of 60
Valerie Truong, MD2 of 60
Abraham Kuruvilla, MD1 of 60
Allison Friss Singer, MD1 of 60
Breck Thrash, MD1 of 60

Plus 4 more named less often.

Sources cited: healthgrades.com (4), birdeye.com (2), northdallasderm.com (2), usdermatologypartners.com (2), yably.com (2), aad.org (1), dermcenterofdallas.com (1), trustanalytica.org (1), webmd.com (1), zocdoc.com (1)

Atlanta, GA

6 answers · 23 businesses named · 36% named again in run 2

BusinessNamedFirst
Rutledge Forney, MD6 of 65
Atlanta Center For Dermatologic Diseases6 of 60
Atlanta Skin Wellness Center2 of 61
Dr. Mark Russell Ling, MD2 of 60
Steele Dermatology2 of 60
Anjeli Gupta Laungani, MD1 of 60
Atlanta Dermatology1 of 60
Clark Laser & Cosmetic Dermatology1 of 60
Dr. Corinne Erickson, MD1 of 60
Dr. Cynthia Abbott, MD1 of 60

Plus 13 more named less often.

Sources cited: aad.org (4), healthgrades.com (3), atlantadermatologists.com (2), atlantamagazine.com (2), piedmont.org (2), webmd.com (2), atlantadermatology.com (1), olanskydermatology.com (1)

Miami, FL

6 answers · 20 businesses named · 55% named again in run 2

BusinessNamedFirst
Dr. Deborah Longwill, DO, FAOCD5 of 63
Dr. Kristin Haushalter5 of 62
Greater Miami Skin & Laser Center5 of 60
Villa Dermatology5 of 60
Miami Dermatology and Mohs Surgery2 of 60
University of Miami Dermatology2 of 60
Advanced Acne Institute1 of 61
Barba Dermatology1 of 60
Dr. Adriana Villa1 of 60
Dr. Arthur S. Colsky, MD1 of 60

Plus 10 more named less often.

Sources cited: aad.org (3), advancedacneinstitute.com (2), healthgrades.com (2), umiamihealth.org (2), miami.edu (1), miamiderm.net (1), miamidermatology.com (1), realself.com (1), thecliniccompass.com (1), threebestrated.com (1)

Philadelphia, PA

6 answers · 19 businesses named · 45% named again in run 2

BusinessNamedFirst
Michele Farber, MD5 of 61
Ringpfeil Advanced Dermatology5 of 60
Penn Dermatology Perelman4 of 64
Dr. Alina Shevchenko2 of 61
Dr. Jason Schoenfeld2 of 60
Emily Hejazi, MD at Penn2 of 60
Amy Kathleen Forrestel, MD1 of 60
Analisa Vincent Halpern, MD1 of 60
Douglas J. Pugliese, MD, MPH1 of 60
Dr. Steven Greenbaum1 of 60

Plus 9 more named less often.

Sources cited: pennmedicine.org (3), aad.org (2), healthgrades.com (2), jeffersonhealth.org (2), philadelphiadermatology.com (2), zocdoc.com (2), birdeye.com (1), realself.com (1), templehealth.org (1), upenn.edu (1)

Phoenix, AZ

6 answers · 19 businesses named · 43% named again in run 2

BusinessNamedFirst
Medical Dermatology Specialists Phoenix4 of 63
Dr. Lindsay Ackerman, MD4 of 61
Phoenix Surgical Dermatology Group4 of 61
Dr. Adam Luber, MD3 of 60
Dr. Kimberly Yeung-Yue, MD3 of 60
Dr. Margaret Kessler, MD3 of 60
Neel Patel, MD1 of 61
Alliance Dermatology and Mohs Center1 of 60
Benjamin Lesueur, MD1 of 60
Dr. Adam Norberg, MD1 of 60

Plus 9 more named less often.

Sources cited: aad.org (2), healthgrades.com (2), psdermgroup.com (2), usdermatologypartners.com (2), yably.com (2), mayoclinic.org (1), phoenixmag.com (1), solvhealth.com (1), stocktondermatology.com (1)

San Diego, CA

6 answers · 16 businesses named · 82% named again in run 2

BusinessNamedFirst
Alyssa Nash MD, A Medical Corp5 of 62
Brook Brouha, MD, PhD4 of 63
Seaver L. Soon, MD; The Skin Clinic MD4 of 60
Mark W. Sornson, MD3 of 61
Neal Bhatia, MD3 of 60
Therapeutics Dermatology3 of 60
Dr. Monica Boen2 of 60
MedDerm Dermatology2 of 60
UC San Diego Health Dermatology2 of 60
Dawn Eichenfield, MD, PhD1 of 60

Plus 6 more named less often.

Sources cited: ucsd.edu (4), aad.org (3), sandiegomagazine.com (2), tebra.com (2), scripps.org (1), thecliniccompass.com (1), ucsdhn.org (1), webmd.com (1)

"Named" is how many of the city's answers mentioned the business, "First" how often it came first. Up to the 10 most named per city.

Where ChatGPT gets its picks

Answers that cited each domain at least once, all 10 US cities.

How stable are the answers

Across all 10 US cities, 54% of the dermatologists ChatGPT named in the first run were named again in run 2. 3 of 200 were named in every answer in their city.

Share of businesses from the first run that ChatGPT named again in run 2, by city.

Method and limitations

How to cite

Source: OperStack, Who ChatGPT recommends: dermatologists, October 2026, https://oper-stack.com/who-ai-recommends/dermatologists/

Further reading