Nguyet Le, M.D.

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<title>Nguyet Le, M.D. | Anaheim, CA · reviews &amp; AI Score · Local AI Registry</title>
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# Nguyet Le, M.D., Anaheim: a family practice physician in Anaheim (2026 guide)

Source: Local AI Registry, https://localairegistry.com/biz/ca/anaheim/nguyet-le-m-d-anaheim-ca. Free to reuse with a link back.

By Steve Lee, founder and CEO of Local AI Registry. Fact-checked against 4 sources. Updated 2026-08-15. Owner review: not yet.

Canonical: https://localairegistry.com/biz/ca/anaheim/nguyet-le-m-d-anaheim-ca

## Photos

- ![Photo 1](https://localairegistry.com/api/photo?src=https%3A%2F%2Fseoaesthetic-assets.sfo3.cdn.digitaloceanspaces.com%2Fphotos%2Fcmstxlz590c2nyedrffjejsee%2F0.jpg)


## In short

Nguyet Le, M.D. is a family practice physician in Anaheim, CA. Its AI Score is 23 of 100, which is poor.

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 and ChatGPT are saying, not confirmed by anyone). Every mark points to a reference at the end of this page.


## Key facts

| Fact | Value |
| --- | --- |
| Type | Family practice physician |
| Address | 1771 W Romneya Dr E1, Anaheim, CA 92801, USA |
| Hours | Mon to Fri 9 AM to 5 PM · Closed Sat to Sun |
| Phone | (714) 535-5589 |
| Medical director | Nothing found |
| Rating | 4.4 across 20 reviews on Google |
| Known for | Nothing found |
| Prices | Nothing found |
| Quietest time | Nothing found |
| Parking | Nothing found |
| Last verified | September 18, 2026, 8:19 PM |


## 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 | 1771 W Romneya Dr E1, Anaheim, CA 92801, USA | Confirmed | Google Business Profile, checked Aug 14, 2026 |
| Location info | Description | 1771 W Romneya Dr E1, Anaheim, CA 92801 | Confirmed | Google Business Profile, checked Aug 14, 2026 |
| Location info | Hours | Mon to Fri 9:00 AM to 5:00 PM · Sat to Sun Closed | Confirmed | Google Business Profile, checked Aug 14, 2026 |
| Location info | Name | Nguyet Le, M.D. | Confirmed | Google Business Profile, checked Aug 14, 2026 |
| Location info | Phone | (714) 535-5589 | Confirmed | Google Business Profile, checked Aug 14, 2026 |
| Hours | Monday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Aug 14, 2026 |
| Hours | Tuesday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Aug 14, 2026 |
| Hours | Wednesday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Aug 14, 2026 |
| Hours | Thursday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Aug 14, 2026 |
| Hours | Friday | 9:00 AM to 5:00 PM | Confirmed | Google Business Profile, checked Aug 14, 2026 |
| Hours | Saturday | Closed | Confirmed | Google Business Profile, checked Aug 14, 2026 |
| Hours | Sunday | Closed | Confirmed | Google Business Profile, checked Aug 14, 2026 |
| Services | Service | Chronic disease management | AI guess | Nothing found |
| Services | Service | Cities | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | Countries | Confirmed | Business website, checked Sep 18, 2026 |
| Services | Service | General health check-ups | AI guess | Nothing found |
| Services | Service | Preventive care | AI guess | Nothing found |
| Links | Website | https://rymaps.xyz/business/nguyet-le-md-nvxxp3 | Confirmed | Google Business Profile, checked Aug 14, 2026 |


## Services and prices

These are the 2 services Nguyet Le, M.D offers, with the price where we have one and where it came from.

| Service | Price | Price mark | Price evidence | Service mark |
| --- | --- | --- | --- | --- |
| Countries |  |  |  | Confirmed |
| Cities |  |  |  | Confirmed |


### Known for

Reviews not read yet, back on Scan Day.


## The team

Nothing found


## Visiting Nguyet Le, M.D

Address: 1771 W Romneya Dr E1, Anaheim, CA 92801, USA. Phone: (714) 535-5589. Hours: Mon to Fri 9 AM to 5 PM · Closed Sat to Sun. (Confirmed, Google Business Profile, checked August 14, 2026 at 10:24 PM.)


### Location info from Google Business Profile

Business description, written by Nguyet Le, M.D on its Google Business Profile: "1771 W Romneya Dr E1, Anaheim, CA 92801"


### When to go

Busy times not read yet, back on Scan Day.


### Parking and getting in

Nothing found


### Nearby

| Place | Type | Distance |
| --- | --- | --- |
| Wingstop | Chicken wings restaurant | 3 min walk |
| Papa Johns Pizza | Pizza restaurant | 3 min walk |
| Poke & Tea Factory | Hawaiian restaurant | 3 min walk |
| MORI Izakaya | Japanese restaurant | 3 min walk |
| The Original Barrio Fiesta Of Manila | Filipino restaurant | 3 min walk |
| Euclid-Romneya | Bus stop | 4 min walk |


## Reputation

4.4 average across 20 reviews: Google 20. (Confirmed, read August 14, 2026.)

Dr. Le is recognized for her compassionate approach and thorough care, though some patients report issues with front desk interactions. (AI guess, from 20 reviews.)


### What people like

- Thorough explanations of medical conditions


### What people do not like

- Rude front desk staff
- Billing issues and unexpected charges


### Press

No press story about Nguyet Le, M.D found yet.


### Awards

None named yet.


### Directories

Directory listings not read yet.


## Recent updates from Nguyet Le, M.D

Nguyet Le, M.D hasn't posted an update here yet.


## Questions people ask


### payment plans at Nguyet Le, M.D, is that a thing?

No answer yet


### anywhere cheaper than Nguyet Le, M.D in Anaheim that is still good?

No answer yet


### Downsides nobody puts in a five star review?

No answer yet


### anything new from Nguyet Le, M.D lately?

No answer yet


### address for Nguyet Le, M.D, anyone have it?

No answer yet


### what time does Nguyet Le, M.D in Anaheim actually open?

No answer yet


### picking between the two, is Melissa Gutierrez the safer bet?

No answer yet


### Somewhere to park near Nguyet Le, M.D?

No answer yet


### can I ask for numbing here without it being weird?

No answer yet


### walk ins, or is it booked solid

No answer yet


### Any medical supervision on site?

No answer yet


### how much is a first visit around here

No answer yet


### people keep recommending this place, what for?

No answer yet


### best family practice physician in Anaheim

No answer yet


### Booking here, how does it work?

No answer yet


### the good stuff about Nguyet Le, M.D, what is it?

No answer yet


### anyone been on a Saturday, were they trading

No answer yet


## What AI gets wrong about Nguyet Le, M.D

We ask Gemini and ChatGPT about Nguyet Le, M.D. These are the answers that disagree with the record.

ChatGPT and Gemini, read by Local AI Registry on Oct 13, 2026.

No capture has disagreed with the record yet.


## The AI Score: 23 of 100

The AI Score measures how likely AI engines are to recommend a business, and how accurately. Anaheim family practice physicians run 23 to 40. Fair starts at 45, good at 65. Nguyet Le, M.D scores 23, below the Anaheim average of 30. The same method scores every business on the registry.

| Signal | Weight | Score | What it measures | Nguyet Le, M.D |
| --- | --- | --- | --- | --- |
| Retrieval grounding | 26 | 0 | 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. | Poor |
| Off-property attestation | 20 | 38 | 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 | 0 | Whether ChatGPT, Gemini, Perplexity, and AI Overviews name you, and whether they name you for the right service. | Named in 0 of 17 answers that recommended anyone. 5 more named nobody, which is not a loss and is not scored. |
| Reviews & response | 12 | 60 | 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. | Fair |
| Backlink & citation authority | 8 | 62 | 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 | 43 | Core Web Vitals at the 75th percentile, on a real phone. | Poor |
| Content freshness & schema | 5 | 21 | Crawl recency, intent alignment, valid JSON-LD, canonicals. | Poor |

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


## How AI decides what to tell you about a family practice physician

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 family practice physician in California, 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 California 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 Nguyet Le, M.D 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 Nguyet Le, M.D |
| --- | --- | --- | --- | --- |
| Nguyet Le, M.D. | MedicalBusiness | #business | https://rymaps.xyz/business/nguyet-le-md-nvxxp3 | Subject of this page |
| Anaheim, California | City | #city | Nothing found | City Nguyet Le, M.D 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 family practice physicians in Anaheim, linked to the lists and towns around it.


### Lists

- Best family practice physicians in Anaheim: https://localairegistry.com/leaderboards/ca/anaheim/family-practice-physician
- Best businesses in Anaheim: https://localairegistry.com/leaderboards/ca/anaheim


### Nearby

- /los-angeles: https://localairegistry.com/leaderboards/ca/los-angeles
- /san-francisco: https://localairegistry.com/leaderboards/ca/san-francisco
- /san-jose: https://localairegistry.com/leaderboards/ca/san-jose
- /san-diego: https://localairegistry.com/leaderboards/ca/san-diego
- /irvine: https://localairegistry.com/leaderboards/ca/irvine
- /fresno: https://localairegistry.com/leaderboards/ca/fresno


### Every list

- Every leaderboard in California: https://localairegistry.com/leaderboards/ca


## 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 Nguyet Le, M.D.. 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:ChIJlfbcTfQp3YAR2wMejDEHr3M (accessed Aug 14, 2026)
- [2] rymaps.com, https://rymaps.com/cities (accessed Sep 18, 2026)
- [3] rymaps.com, https://rymaps.com/countries (accessed Sep 18, 2026)
- [4] AI engine output: ChatGPT and Gemini, read by Local AI Registry on Oct 13, 2026, https://localairegistry.com/methodology (accessed Sep 18, 2026)