Local AI Registry

Medical Clinic

Chelmsford Family Practice

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

10 Adams St

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47/100
Fair

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

Verified August 25, 2026

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Chelmsford Family Practice — North Chelmsford, Massachusetts
Chelmsford Family Practice · 10 Adams St

What AI says about Chelmsford.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 medical clinic in North Chelmsford

ChatGPT answered with other businesses. Chelmsford Family Practice was not mentioned.

Checked August 25, 2026

Perplexity

No answer

We have no answer from Perplexity to show.

Gemini

Not named

Asked best medical clinic in North Chelmsford

Gemini answered with other businesses. Chelmsford Family Practice 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.

Chelmsford Family Practice is best known for its physicians, particularly Dr. Dan Nguyen and Nicole Benjamin, who provide attentive care. However, recent reviews highlight a troubling decline in service quality and patient communication.

Dr. Dan Nguyen's Care
Nicole Benjamin's Expertise
Patient Portal Accessibility
Patient Reviews and Feedback
Dr. Daniel Nguyen's Role

What people keep saying.3

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

Reviews depict a clinic struggling with professionalism and patient care, particularly at the front desk. Patients express frustration over long wait times, poor communication, and a lack of empathy from staff. While some individual doctors receive praise, the overall experience is marred by disorganization and unresponsive service.

Consistently praised

Dr. Dan Nguyen's attentive care
Chau Le's dedication as a nurse practitioner

Recurring complaints

Long waits past appointment times
Unresponsive front desk staff
Poor communication regarding test results

The bottom line: Chelmsford Family Practice is noted for its declining patient care and significant issues with front desk management, despite some commendable individual providers.

The score, explained

Why 47.4

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.

Higher than 86% of medical clinics 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.
41
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.
73
Backlink & citation authorityDomain authority and editorial quality of the sources that attest to you.
55
Google Business ProfileRequired and recommended fields; update cadence. The listing AI pulls from first.
79
Speed & mobileCore Web Vitals at the 75th percentile, on a real phone.
64
Content freshness & schemaCrawl recency, intent alignment, valid JSON-LD, canonicals.
80

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

Address10 Adams St, North Chelmsford, MA 01863, USA
Hours
Today (Tue) · 8:00 AM – 5:00 PM
  • Monday8:00 AM – 5:00 PM
  • Tuesday8:00 AM – 5:00 PM
  • Wednesday8:00 AM – 5:00 PM
  • Thursday8:00 AM – 5:00 PM
  • Friday8:00 AM – 5:00 PM
  • SaturdayClosed
  • SundayClosed

Typically busiest — Tuesday

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Map of the area around Chelmsford Family Practice
Open in Google Maps ↗© Mapbox © OpenStreetMap

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Questions

About Chelmsford Family Practice.

What are the hours of operation for Chelmsford Family Practice?

The clinic is open Monday through Friday from 8:00 AM to 5:00 PM and is closed on Saturdays and Sundays.

Does Chelmsford Family Practice accept reservations?

The clinic does not accept reservations for appointments.

What is Chelmsford Family Practice known for?

The clinic is known for providing a range of family health services, although recent reviews indicate a decline in patient care and communication.

Is there parking available at Chelmsford Family Practice?

The clinic provides parking for patients, but specific details about parking availability are not mentioned.

What special features does Chelmsford Family Practice offer?

The clinic offers a family-oriented approach to healthcare, but recent feedback suggests that patient experience may vary significantly.

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What AI says about you today

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Your fix list

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Correct the details AI reads

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