Chelmsford Family Practice

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<title>Chelmsford Family Practice | Medical Clinic · reviews &amp; AI Score · Local AI Registry</title>
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<meta property="og:title" content="Chelmsford Family Practice · AI Score 57 of 100 · Fair">
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          "@type": "ListItem",
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        {
          "@type": "ListItem",
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# Local AI Registry

> The public record of what AI assistants say about local businesses. Every entry checked, scored, and kept current.

Local AI Registry is the editorial, never-sponsored record of what local
businesses are known for, and whether AI assistants actually recommend them.
We score every local business the same way and rank them: website, reviews,
AI visibility, and more. Eight signals, one number from 0 to 100. The heaviest
is whether AI can retrieve you at all.

## Read these first

- [Local AI Registry](https://localairegistry.com): AI assistants now decide which local business to recommend.
- [Methodology](https://localairegistry.com/methodology): Eight signals, one number from 0 to 100.
- [Leaderboards](https://localairegistry.com/leaderboards): Browse AI Score leaderboards by state, city, and category.
- [About](https://localairegistry.com/about): The honest record of who AI recommends.
- [Pricing](https://localairegistry.com/pricing): Four levels of presence, from a free registry entry to being the answer AI gives first in your market.
- [Journal](https://localairegistry.com/journal): How AI assistants decide which local businesses to recommend, and what owners can do about it.

## Business pages

- [Sitemap](https://localairegistry.com/sitemap.xml): Every business page on the registry, with the day each was last updated.
- Every business page has a markdown copy at its own address with `.md` on the end. The copy holds the same facts, marks and sources as the page, in the page's order: the photos with their captions, the team and their licenses, the reviews summary, and the questions locals asked with the replies. The page names it in its head and its HTTP `Link` header.

# Chelmsford Family Practice, North Chelmsford: a medical clinic in North Chelmsford (2026 guide)

Source: Local AI Registry, https://localairegistry.com/biz/ma/north-chelmsford/chelmsford-family-practice-north-chelmsford-ma. Free to reuse with a link back.

By Steve Lee, founder and CEO of Local AI Registry. Fact-checked against 26 sources. Updated 2026-09-21. Owner review: not yet.

Canonical: https://localairegistry.com/biz/ma/north-chelmsford/chelmsford-family-practice-north-chelmsford-ma

## Photos

- ![Photo 1](https://localairegistry.com/api/photo?src=https%3A%2F%2Fseoaesthetic-assets.sfo3.cdn.digitaloceanspaces.com%2Fphotos%2Fcmt8pj73308zfyev7dj98xgth%2F0.jpg)


## In short

Chelmsford Family Practice is a medical clinic in North Chelmsford, MA. Its AI Score is 57 of 100, which is fair.

Every fact on this page carries one of three marks: Confirmed (from their website, Google Business Profile, review sites, licensing boards, or measured by Local AI Registry), Visitor submitted (added by a person, with a date and how they know), or AI guess (what AI engines like Gemini, ChatGPT and Perplexity are saying, not confirmed by anyone). Every mark points to a reference at the end of this page.


## Key facts

| Fact | Value |
| --- | --- |
| Type | Medical clinic |
| Address | 10 Adams St, North Chelmsford, MA 01863, USA |
| Hours | Mon to Fri 8 AM to 5 PM · Closed Sat to Sun |
| Phone | (978) 251-3159 |
| Medical director | Nothing found |
| Rating | 2.9 across 67 reviews on Google |
| Known for | 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. |
| Prices | Nothing found |
| Quietest time | Friday |
| Parking | Nothing found |
| Last verified | September 14, 2026, 2:34 AM |


## All the details

Every row is something the owner can add or correct. Each one is marked Confirmed, Visitor submitted or AI guess, with where it came from.

| Group | Fact | Value | Mark | Evidence |
| --- | --- | --- | --- | --- |
| Location info | Address | 10 Adams St, North Chelmsford, MA 01863, USA | Confirmed | Google Business Profile, checked Aug 25, 2026 |
| Location info | Description | 10 Adams St, North Chelmsford, MA 01863 | Confirmed | Google Business Profile, checked Aug 25, 2026 |
| Location info | Hours | Mon to Fri 8:00 AM to 5:00 PM · Sat to Sun Closed | Confirmed | Google Business Profile, checked Aug 25, 2026 |
| Location info | Name | Chelmsford Family Practice | Confirmed | Google Business Profile, checked Aug 25, 2026 |
| Location info | Phone | (978) 251-3159 | Confirmed | Google Business Profile, checked Aug 25, 2026 |
| Hours | Monday | 8:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Aug 25, 2026 |
| Hours | Tuesday | 8:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Aug 25, 2026 |
| Hours | Wednesday | 8:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Aug 25, 2026 |
| Hours | Thursday | 8:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Aug 25, 2026 |
| Hours | Friday | 8:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Aug 25, 2026 |
| Hours | Saturday | Closed | Confirmed | Google Business Profile, checked Aug 25, 2026 |
| Hours | Sunday | Closed | Confirmed | Google Business Profile, checked Aug 25, 2026 |
| Services | Service | Chandler charette d o | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Cholesterol testing | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Christinaglorighian | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Christina misherfi dnp | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Covid 19 information | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Cryosurgery | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Dannguyen | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Dan nguyen m d | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Diabetic testing | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Diagnostic testing | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Ekg | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Eugeniaszekely | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Fluoride varnish | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Kathryn maier m d | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Lisazachert | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Meetanguyen | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Nicole benjamin fnp c | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Patient first price transparacy | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Patientresources | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Peter alfano pa | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Physical exam forms | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Physical exams | AI guess | Nothing found |
| Services | Service | Prescription refills | AI guess | Nothing found |
| Services | Service | Referrals | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Refills | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Spirometry | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Susan munroe ms fnp | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Susnmunroe | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Triciascott | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Tricia scott m d | Confirmed | Business website, checked Sep 14, 2026 |
| Services | Service | Zachary st amant fnp c | Confirmed | Business website, checked Sep 14, 2026 |
| Links | Facebook | https://www.facebook.com/chelmsfordfamily | Confirmed | Business website, checked Sep 14, 2026 |
| Links | Website | http://www.chelmsfordfamily.com/ | Confirmed | Google Business Profile, checked Aug 25, 2026 |


## Services and prices

These are the 29 services Chelmsford Family offers, with the price where we have one and where it came from.

| Service | Price | Price mark | Price evidence | Service mark |
| --- | --- | --- | --- | --- |
| Cryosurgery |  |  |  | Confirmed |
| Christina misherfi dnp |  |  |  | Confirmed |
| Cholesterol testing |  |  |  | Confirmed |
| Zachary st amant fnp c |  |  |  | Confirmed |
| Dannguyen |  |  |  | Confirmed |
| Dan nguyen m d |  |  |  | Confirmed |
| Diabetic testing |  |  |  | Confirmed |
| Diagnostic testing |  |  |  | Confirmed |
| Eugeniaszekely |  |  |  | Confirmed |
| Christinaglorighian |  |  |  | Confirmed |
| Peter alfano pa |  |  |  | Confirmed |
| Physical exam forms |  |  |  | Confirmed |
| Referrals |  |  |  | Confirmed |
| Spirometry |  |  |  | Confirmed |
| Susan munroe ms fnp |  |  |  | Confirmed |
| Susnmunroe |  |  |  | Confirmed |
| Triciascott |  |  |  | Confirmed |
| Tricia scott m d |  |  |  | Confirmed |
| Meetanguyen |  |  |  | Confirmed |
| Covid 19 information |  |  |  | Confirmed |
| Ekg |  |  |  | Confirmed |
| Fluoride varnish |  |  |  | Confirmed |
| Kathryn maier m d |  |  |  | Confirmed |
| Lisazachert |  |  |  | Confirmed |
| Chandler charette d o |  |  |  | Confirmed |
| Nicole benjamin fnp c |  |  |  | Confirmed |
| Patient first price transparacy |  |  |  | Confirmed |
| Patientresources |  |  |  | Confirmed |
| Refills |  |  |  | Confirmed |


### Known for

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.


## The team

Nothing found


## Visiting Chelmsford Family

Address: 10 Adams St, North Chelmsford, MA 01863, USA. Phone: (978) 251-3159. Hours: Mon to Fri 8 AM to 5 PM · Closed Sat to Sun. (Confirmed, Google Business Profile, checked August 25, 2026 at 9:35 AM.)


### Location info from Google Business Profile

Business description, written by Chelmsford Family on its Google Business Profile: "10 Adams St, North Chelmsford, MA 01863"


### When to go

Quietest day: Friday. Busiest day: Tuesday. From the popular times on its Google listing.


### Parking and getting in

Nothing found


### Nearby

| Place | Type | Distance |
| --- | --- | --- |
| Rosie's Diner | American restaurant | 1 min walk |
| BEYROOTS Mediterranean Fusion Halal | Middle eastern restaurant | 1 min walk |
| Zesty's Pizza | Pizza restaurant | 2 min walk |
| Vinal Square | Bus stop | 2 min walk |
| Tequila's Mexican Grill & Cantina | Mexican restaurant | 2 min walk |
| Groton Rd & Dunstable Rd | Bus stop | 2 min walk |


## Reputation

2.9 average across 67 reviews: Google 25. (Confirmed, read August 25, 2026.)

Chelmsford Family Practice is noted for its declining patient care and significant issues with front desk management, despite some commendable individual providers. (AI guess, from 67 reviews.)


### What people like

Nothing found


### What people do not like

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


### Press

No press story about Chelmsford Family found yet.


### Awards

None named yet.


### Directories

Listed on 0 of the 31 directories we checked.

| Directory | Listed |
| --- | --- |
| Alignable | Not listed |
| Apple Maps | Not listed |
| BBB | Not listed |
| Booksy | Not listed |
| Chamber of Commerce | Not listed |
| Cylex | Not listed |
| Facebook | Not listed |
| Foursquare | Not listed |
| Fresha | Not listed |
| Groupon | Not listed |
| Healthgrades | Not listed |
| Hotfrog | Not listed |
| Houzz | Not listed |
| Manta | Not listed |
| MD.com | Not listed |
| MerchantCircle | Not listed |
| Nextdoor | Not listed |
| NPI No. | Not listed |
| Porch | Not listed |
| Psychology Today | Not listed |
| RateMDs | Not listed |
| RealSelf | Not listed |
| Sharecare | Not listed |
| Superpages | Not listed |
| Thumbtack | Not listed |
| Trustpilot | Not listed |
| Tupalo | Not listed |
| Vagaro | Not listed |
| WebMD | Not listed |
| Wellness.com | Not listed |
| Yelp | Not listed |


## Recent updates from Chelmsford Family

Chelmsford Family hasn't posted an update here yet.


## Questions people ask


### Saturdays at Chelmsford Family, are they open?

No answer yet


### First clinic visit in North Chelmsford, what happens?

No answer yet


### last update from here was when?

No answer yet


### bad experiences here, anyone?

No answer yet


### topical numbing, standard or extra

No answer yet


### Worth the hype at Chelmsford Family?

No answer yet


### walk ins, or is it booked solid

No answer yet


### the good stuff about Chelmsford Family, what is it?

No answer yet


### best medical clinic in North Chelmsford

No answer yet


### opening hours at Chelmsford Family in North Chelmsford, what are they these days?

No answer yet


### do I need to book this place or can I just turn up?

No answer yet


### is there a day here that is not slammed

No answer yet


### who is actually holding the needle at Chelmsford Family?

No answer yet


### Finance options, anyone used them?

No answer yet


### What medical clinic questions is North Chelmsford asking AI most?

No answer yet


### going rate for clinics locally, any idea

No answer yet


### services here, what do people go in for?

No answer yet


### Somewhere to park near Chelmsford Family?

No answer yet


## What AI gets wrong about Chelmsford Family

We ask Gemini, ChatGPT and Perplexity about Chelmsford Family. These are the answers that disagree with the record.

ChatGPT and Gemini, read by Local AI Registry on Sep 14, 2026. Perplexity, read by Local AI Registry on Sep 7, 2026.

| Fact | What AI says | What the record says |
| --- | --- | --- |
| Address | Perplexity, read by Local AI Registry on Sep 7, 2026: 4 Courthouse Ln | 10 Adams St, North Chelmsford, MA 01863, USA |


## The AI Score: 57 of 100

The AI Score measures how likely AI engines are to recommend a business, and how accurately. Medical clinics on the registry run 11 to 73. Fair starts at 45, good at 65. Chelmsford Family scores 57. The same method scores every business on the registry.

| Signal | Weight | Score | What it measures | Chelmsford Family |
| --- | --- | --- | --- | --- |
| Retrieval grounding | 26 | 75 | Whether 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. | Good |
| Off-property attestation | 20 | 41 | Volume and consistency of what others say about you: YouTube mentions, branded web mentions, third-party “best-of” lists. The cause of retrievability. | Poor |
| AI visibility | 14 | 33 | Whether ChatGPT, Gemini, Perplexity, and AI Overviews name you, and whether they name you for the right service. | Named in 5 of 15 answers that recommended anyone. 12 more named nobody, which is not a loss and is not scored. |
| Reviews & response | 12 | 73 | The 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. | Good |
| Backlink & citation authority | 8 | 55 | Domain authority and editorial quality of the sources that attest to you. | Fair |
| Google Business Profile | 8 | 79 | Required and recommended fields; update cadence. The listing AI pulls from first. | Good |
| Speed & mobile | 7 | 64 | Core Web Vitals at the 75th percentile, on a real phone. | Fair |
| Content freshness & schema | 5 | 80 | Crawl recency, intent alignment, valid JSON-LD, canonicals. | Good |

Full method: https://localairegistry.com/methodology


## How AI decides what to tell you about a medical clinic

When you ask ChatGPT, Gemini or Google for a med spa, the AI does not visit each business. It reads what is already written about it: the business website, its Google Business Profile, review sites like Yelp and RealSelf, news stories, licensing boards and directories like this one. Then it repeats what those sources agree on.

That is why AI gets small facts wrong. If Yelp says a place is open Mondays and the website says it is not, the AI has to pick one. The table above shows the answers that disagree with the record today.

The more sources agree, and the more specific they are, the more confidently AI recommends a business. A review that says "the nurse did half a syringe in my lips and it looks natural" is far more useful to an AI than one that says "great place."


## How to choose a medical clinic in Massachusetts, with or without AI

A few checks take ten minutes and matter more than any rating. This is general information, not medical advice.

- Look up every injector. Doctors are listed by the Massachusetts medical board, and nurses and nurse practitioners by its nursing board. Both lookups are free.
- Ask who does the injections, and check that person's license.
- Ask for the price per unit of Botox and per syringe of filler, not per area.
- Read reviews that name a provider and a treatment. Vague praise is easy to fake.
- Check that the hours and phone number match on Google, Yelp and the website. Mismatches are how people end up at a locked door.
- Ask whether they dissolve filler and when they would tell you not to add more.


## How to read the marks on this page

- Confirmed (solid circle): from a known source. The business website, its Google Business Profile, review sites like Yelp, Healthgrades and RealSelf, a licensing board, or measured by Local AI Registry.
- Visitor submitted (hollow circle): added or corrected by a person, with the date and how they know, like a phone call or a visit.
- AI guess (hollow triangle): what AI engines are saying right now. Nobody has confirmed it.


## About the author

Steve Lee is the founder and CEO of Local AI Registry and sets its editorial standards. He is a former Google executive in Search and a former Microsoft executive, with more than 20 years in digital: search, local discovery, and how people find businesses online. He is based in Irvine.

- Expertise: search at Google and Microsoft, AI search, answer engine optimization, generative engine optimization, local SEO, structured data and entity mapping.
- Industry: medical aesthetics, injectables, med spa operations and marketing.
- Disclosure: Local AI Registry sells services to business owners, including Chelmsford Family if it claims this page. That does not change what this page says. Every fact carries its source.


## Entity map

Every person, place, organization and treatment named on this page, with a stable ID and a public reference. The JSON-LD below connects them to each other.

| Entity | Type | ID on this page | Same as | Relationship to Chelmsford Family |
| --- | --- | --- | --- | --- |
| Chelmsford Family Practice | MedicalBusiness | #business | http://www.chelmsfordfamily.com/ | Subject of this page |
| North Chelmsford, Massachusetts | City | #city | Nothing found | City Chelmsford Family is in |
| Local AI Registry | Organization | #publisher | https://localairegistry.com | Publisher of this page |
| Steve Lee | Person | #author | https://localairegistry.com/team | Author of this page |


## Topical map

Where this page sits in the registry. It's one profile among the medical clinics in North Chelmsford, linked to the lists and towns around it.


### Lists

- Best medical clinics in North Chelmsford: https://localairegistry.com/leaderboards/ma/north-chelmsford/medical-clinic


### Nearby

- /boston: https://localairegistry.com/leaderboards/ma/boston
- /cambridge: https://localairegistry.com/leaderboards/ma/cambridge
- /newton: https://localairegistry.com/leaderboards/ma/newton
- /somerville: https://localairegistry.com/leaderboards/ma/somerville
- /brookline: https://localairegistry.com/leaderboards/ma/brookline
- /waltham: https://localairegistry.com/leaderboards/ma/waltham


### Every list

- Every leaderboard in Massachusetts: https://localairegistry.com/leaderboards/ma


## Frequently asked questions


### What is AI search optimization for local business?

Getting a business named when a neighbor asks ChatGPT, Gemini, or Perplexity for a recommendation. Some call it AI SEO, some call it generative engine optimization. Traditional SEO fights for ten blue links; this fights for the one answer an assistant says out loud. The AI Score on this page measures the eight signals that drive it.


### What is Local AI Registry?

The public record of how AI sees local business. We score every business we list by one published method, we keep the questions people ask about it in one place, and we never sell rank. Looking up any business here is free.


### How does this page help a business get recommended by AI?

Assistants read public pages before they answer. This one states what the business does, what people ask about it, and what the Record answers, in one place a machine can read. Correcting what is wrong here changes what an assistant repeats next.


### Who writes the answers here?

Registry AI writes the first answer under every question, from the Record and the public sources named beneath it. Neighbors write the rest under pseudonyms. A registered owner can reply as the business, and their reply says so.


### I own Chelmsford Family Practice. How do I fix something or rank higher?

Register the page. It is free, it takes about five minutes, and it lets you correct the Record and reply as the business. Nothing on this page is for sale, so the only thing that moves the score is the work.


## References


### Sources cited

- [1] Google Business Profile, https://www.google.com/maps/place/?q=place_id:ChIJK7Mbl1S744kRfhI6r76FbqI (accessed Aug 25, 2026)
- [2] chelmsfordfamily.com, https://www.chelmsfordfamily.com/zacharystamant-fnp (accessed Sep 14, 2026)
- [3] chelmsfordfamily.com, https://www.chelmsfordfamily.com/services (accessed Sep 14, 2026)
- [4] chelmsfordfamily.com, https://www.chelmsfordfamily.com/christinaglorighian (accessed Sep 14, 2026)
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- [13] chelmsfordfamily.com, https://www.chelmsfordfamily.com/nicolebenjamin-fnp-c (accessed Sep 14, 2026)
- [14] chelmsfordfamily.com, https://www.chelmsfordfamily.com/general-5 (accessed Sep 14, 2026)
- [15] chelmsfordfamily.com, https://www.chelmsfordfamily.com/patientresources (accessed Sep 14, 2026)
- [16] chelmsfordfamily.com, https://www.chelmsfordfamily.com/peteralfano-pa (accessed Sep 14, 2026)
- [17] chelmsfordfamily.com, https://www.chelmsfordfamily.com/ (accessed Sep 14, 2026)
- [18] chelmsfordfamily.com, https://www.chelmsfordfamily.com/tricia-scott-m-d (accessed Sep 14, 2026)
- [19] chelmsfordfamily.com, https://www.chelmsfordfamily.com/chandler-charette-d-o (accessed Sep 14, 2026)
- [20] chelmsfordfamily.com, https://www.chelmsfordfamily.com/referrals (accessed Sep 14, 2026)
- [21] chelmsfordfamily.com, https://www.chelmsfordfamily.com/refills (accessed Sep 14, 2026)
- [22] chelmsfordfamily.com, https://www.chelmsfordfamily.com/susan-munroe-f-n-p (accessed Sep 14, 2026)
- [23] chelmsfordfamily.com, https://www.chelmsfordfamily.com/susnmunroe (accessed Sep 14, 2026)
- [24] chelmsfordfamily.com, https://www.chelmsfordfamily.com/triciascott (accessed Sep 14, 2026)
- [25] AI engine output: ChatGPT and Gemini, read by Local AI Registry on Sep 14, 2026; Perplexity, read by Local AI Registry on Sep 7, 2026, https://localairegistry.com/methodology (accessed Sep 14, 2026)
- [26] chelmsfordfamily.com, http://www.chelmsfordfamily.com/ (accessed Sep 14, 2026)