Local AI Registry

Dermatologist

Cheryl Levin, MD - Levin Dermatology

The public record of what AI assistants say about this business — the questions asked, the answers given, the omissions.

1172 Beacon St Unit 402

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35/100
Poor

65 or better is good. 45 to 64 is fair. Under 45 is poor.

Verified August 25, 2026

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Cheryl Levin, MD - Levin Dermatology — Waban, Massachusetts
Cheryl Levin, MD - Levin Dermatology · 1172 Beacon St Unit 402

What AI says about Cheryl.1

We ask the assistants the questions customers actually ask, and record what comes back — quoted verbatim, dated, with the capture kept as evidence.

ChatGPT

Not named

Asked best dermatologist in Waban

ChatGPT answered with other businesses. Cheryl Levin, MD - Levin Dermatology was not mentioned.

Checked August 25, 2026

Perplexity

No answer

We have no answer from Perplexity to show.

Gemini

Not named

Asked best dermatologist in Waban

Gemini answered with other businesses. Cheryl Levin, MD - Levin Dermatology was not mentioned.

Checked August 25, 2026

Named by 0 of 2 assistants as of August 25, 2026. We have no answer on record from 1 more.

Reputation

What they’re known for.2

Drawn from live Google search results — the searches this business surfaces for when people look nearby. What its customers say is a separate read, below.

Dr. Cheryl Levin is best known for her attentive and knowledgeable care in dermatology, particularly in skin care, where she has built a loyal patient base.

What people keep saying.3

Every review this business has, read and distilled — the mood, the consistent praise, and the recurring complaints.

Patients describe Dr. Cheryl Levin as a thorough and compassionate dermatologist who takes the time to listen and address their concerns. The office is noted for its efficient scheduling and friendly staff, creating a welcoming atmosphere for those seeking dermatological care.

Consistently praised

Dr. Levin's thorough examinations
Her compassionate approach
Efficient appointment scheduling
Knowledgeable and caring staff

Recurring complaints

Excessive personal questions during exams

The bottom line: Dr. Levin stands out for her attentive care and ability to build long-term patient relationships.

Cheryl Levin, MD - Levin Dermatology — Waban, Massachusetts
Cheryl Levin, MD - Levin Dermatology · 1172 Beacon St Unit 402

The score, explained

Why 35.4

Eight signals make up the AI Score. Weight is how much a signal counts; the score is how this entry measures on it. The same method for every business — never for sale.

70% of dermatologists in the registry score higher.

Scanned August 25, 2026

SignalScore /100
Retrieval groundingWhether you appear in the ranked results AI retrieves and cites: AI-Overview citations, organic top-10 for your money queries, and the Bing index ChatGPT leans on.
25
Off-property attestationVolume and consistency of what others say about you: YouTube mentions, branded web mentions, third-party “best-of” lists. The cause of retrievability.
42
AI visibilityWhether ChatGPT, Gemini, Perplexity, and AI Overviews name you, and whether they name you for the right service.
0
Reviews & responseThe star average is only one input. We also read volume, velocity, the specificity of review language, and response cadence. Specific reviews are what AI quotes verbatim.
99
Backlink & citation authorityDomain authority and editorial quality of the sources that attest to you.
53
Google Business ProfileRequired and recommended fields; update cadence. The listing AI pulls from first.
84
Speed & mobileCore Web Vitals at the 75th percentile, on a real phone.
29
Content freshness & schemaCrawl recency, intent alignment, valid JSON-LD, canonicals.
77

What’s holding this entry back: retrieval grounding and ai visibility — the signals dragging the score below where the rest of the record sits.

Read the full methodology
Cheryl Levin, MD - Levin Dermatology — Waban, Massachusetts
Cheryl Levin, MD - Levin Dermatology · 1172 Beacon St Unit 402

The facts

Address1172 Beacon St Unit 402, Waban, MA 02468, USA
Hours
Today (Tue) · 7:30 AM – 4:00 PM
  • Monday7:30 AM – 4:00 PM
  • Tuesday7:30 AM – 4:00 PM
  • Wednesday7:30 AM – 4:00 PM
  • Thursday7:30 AM – 4:00 PM
  • Friday7:30 AM – 4:00 PM
  • SaturdayClosed
  • SundayClosed
Map of the area around Cheryl Levin, MD - Levin Dermatology
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Questions

About Cheryl Levin, MD - Levin Dermatology.

What are the hours of operation for Levin Dermatology?

The clinic is open Monday through Friday from 7:30 AM to 4:00 PM and is closed on Saturdays and Sundays.

Does Levin Dermatology accept reservations?

The clinic does not accept reservations; patients can schedule appointments directly.

What is Levin Dermatology known for?

The clinic is known for its thorough and compassionate care, with Dr. Cheryl Levin being recognized for her professionalism and ability to listen to patients' concerns.

Is there parking available at Levin Dermatology?

The clinic is located at 1172 Beacon St Unit 402 in Waban, where parking options are available for patients.

What special features does Levin Dermatology offer?

Levin Dermatology is noted for its friendly and welcoming staff, as well as Dr. Levin's commitment to providing personalized care and hosting students to learn about dermatology.

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What AI says about you today

The answer ChatGPT and Perplexity give when someone asks for the best in your category and city. Named, or left out.

Your fix list

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