Local AI Registry

Family Practice Physician

Nguyet Le, M.D.

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

1771 W Romneya Dr E1

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23/100
Poor

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

Verified August 15, 2026

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Nguyet Le, M.D. — Anaheim, California
Nguyet Le, M.D. · 1771 W Romneya Dr E1

What AI says about Nguyet.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 family practice physician in Anaheim

ChatGPT answered with other businesses. Nguyet Le, M.D. was not mentioned.

Checked August 15, 2026

Perplexity

No answer

We have no answer from Perplexity to show.

Gemini

Not named

Asked best family practice physician in Anaheim

Gemini answered with other businesses. Nguyet Le, M.D. was not mentioned.

Checked August 15, 2026

Named by 0 of 2 assistants as of August 15, 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 Dr. Nguyet Le as a compassionate and thorough physician who takes the time to listen and explain care clearly. Many appreciate the professionalism of her staff, including Gabbie and Monique, contributing to a supportive environment. However, experiences can vary, with some reports of rude front desk interactions.

Consistently praised

Dr. Le's compassionate care
Thorough explanations of medical conditions
Professional staff including Gabbie and Monique

Recurring complaints

Rude front desk staff
Billing issues and unexpected charges

The bottom line: Dr. Le is recognized for her compassionate approach and thorough care, though some patients report issues with front desk interactions.

The score, explained

Why 23.3

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.

92% of family practice physicians in the registry score higher.

Scanned August 15, 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.
0
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.
38
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.
60
Backlink & citation authorityDomain authority and editorial quality of the sources that attest to you.
62
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.
43
Content freshness & schemaCrawl recency, intent alignment, valid JSON-LD, canonicals.
21

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

Standing

Where the entry ranks.

The facts

Address1771 W Romneya Dr E1, Anaheim, CA 92801, USA
Hours
Today (Mon) · 9:00 AM – 5:00 PM
  • Monday9:00 AM – 5:00 PM
  • Tuesday9:00 AM – 5:00 PM
  • Wednesday9:00 AM – 5:00 PM
  • Thursday9:00 AM – 5:00 PM
  • Friday9:00 AM – 5:00 PM
  • SaturdayClosed
  • SundayClosed
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Map of the area around Nguyet Le, M.D.
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Questions

About Nguyet Le, M.D..

What are the clinic's hours of operation?

The clinic is open Monday through Friday from 9:00 AM to 5:00 PM and is closed on Saturdays and Sundays.

Does the clinic accept reservations for appointments?

The clinic does not accept reservations; patients are seen on a walk-in basis.

What is the location of Nguyet Le, M.D.?

The clinic is located at 1771 W Romneya Dr E1, Anaheim, CA 92801, USA.

Is there parking available at the clinic?

Yes, there is parking available for patients at the clinic.

What is the clinic known for?

The clinic is known for its compassionate care and thorough approach, with Dr. Le being highly recommended for her attentive and knowledgeable service.

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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

Every problem we found, one row at a time, each with the written steps to do it yourself and an honest estimate of how long it takes. Tick them off as you go.

Correct the details AI reads

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