Local AI Registry

Dermatologist

Linda Pham, DNP, APRN, AGNP-BC

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

92 Montvale Ave #3000

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46/100
Fair

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

Verified August 25, 2026

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Linda Pham, DNP, APRN, AGNP-BC — Stoneham, Massachusetts
Linda Pham, DNP, APRN, AGNP-BC · 92 Montvale Ave #3000

What AI says about Linda.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 Stoneham

ChatGPT answered with other businesses. Linda Pham, DNP, APRN, AGNP-BC 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 Stoneham

Gemini answered with other businesses. Linda Pham, DNP, APRN, AGNP-BC 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.

What people keep saying.2

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

Patients describe their experiences with Dr. Linda Pham as generally positive, highlighting her thoroughness and ability to explain procedures clearly. However, some reviews indicate a rushed atmosphere during appointments, leading to mixed feelings about the overall care received.

Consistently praised

Dr. Pham's thoroughness in skin assessments
Clear explanations of treatment options
Friendly and knowledgeable staff

Recurring complaints

Appointments can feel rushed
Rude front desk staff

The bottom line: Dr. Pham is recognized for her thorough skin assessments and clear communication, but some patients report feeling rushed during visits.

Linda Pham, DNP, APRN, AGNP-BC — Stoneham, Massachusetts
Linda Pham, DNP, APRN, AGNP-BC · 92 Montvale Ave #3000

The score, explained

Why 46.3

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.

Higher than 54% of dermatologists in the registry.

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.
75
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.
40
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.
68
Backlink & citation authorityDomain authority and editorial quality of the sources that attest to you.
61
Google Business ProfileRequired and recommended fields; update cadence. The listing AI pulls from first.
67
Speed & mobileCore Web Vitals at the 75th percentile, on a real phone.
61
Content freshness & schemaCrawl recency, intent alignment, valid JSON-LD, canonicals.
77

What’s holding this entry back: off-property attestation and ai visibility — the signals dragging the score below where the rest of the record sits.

Read the full methodology

The facts

Address92 Montvale Ave #3000, Stoneham, MA 02180, USA
Websiteapderm.com
Map of the area around Linda Pham, DNP, APRN, AGNP-BC
Open in Google Maps ↗© Mapbox © OpenStreetMap

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Questions

About Linda Pham, DNP, APRN, AGNP-BC.

Does the clinic accept reservations for appointments?

The clinic does not require reservations for appointments.

What are the hours of operation for the clinic?

The clinic's hours of operation are not currently listed.

What is the clinic known for?

The clinic is known for its knowledgeable and friendly staff, providing thorough dermatological care and clear explanations of procedures.

Is there parking available at the clinic?

Information regarding parking availability at the clinic is not provided.

What special features does the clinic offer?

The clinic is noted for its patient-centered approach, where staff treat patients with respect and take the time to answer questions thoroughly.

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What AI says about you today

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Your fix list

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