ListedIn AI
Authority Report

71% of Austin Plastic Surgeons Are Invisible to AI. Gemini Could Not Name a Single One

In This Report
  1. Executive Summary
  2. Methodology
  3. The Questions We Asked AI
  4. Overall Visibility Findings
  5. Multi-Model Disagreement
  6. Competitive Density
  7. AI's Narrow Lens
  8. What This Means for Plastic Surgeons
  9. See Your Own Visibility
  10. Frequently Asked Questions

Executive Summary

We scanned 48 plastic surgery practices in Austin, Texas across three leading AI platforms: ChatGPT, Gemini, and Claude. The results reveal a sharp divide: while plastic surgeons are more visible overall than other industries we have tested, one entire AI platform sees nothing at all.

71%
Missing from all AI models
0%
Recognized by all 3 models
8/100
Average visibility score
100%
Model disagreement rate

14 out of 48 practices appeared in at least one AI response. But the headline-grabbing finding is this: Gemini could not name a single plastic surgeon from our sample. Every mention came from either ChatGPT or Claude. Not once did Gemini recognize an Austin-area plastic surgery practice.

The top-reviewed plastic surgery practice in our sample, Sono Bello Austin with 812 Google reviews, scored zero across every AI platform. Dr. Jennifer Walden, with just 95 reviews, holds the top visibility spot at 50/100.

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Methodology

This study is based on structured AI visibility scans conducted in March 2026.

  • Sample: 48 plastic surgery practices in Austin, Texas (top 48 by Google review count)
  • Sourcing: practices identified via Google Places API, deduplicated by domain and confirmed for active web presence
  • Models tested: ChatGPT, Gemini, and Claude
  • Prompts: natural-language questions about Austin plastic surgery services (see below), with no prompt engineering or specialty modifiers
  • Scoring: each practice received a visibility score (0-100) based on appearance frequency, mention quality, and cross-model consistency
Important: AI responses change over time as models are updated. The data in this report reflects a single point in time and should not be treated as a permanent ranking or endorsement.

The Questions We Asked AI

We crafted questions that mirror how real patients search for plastic surgery, whether they are exploring cosmetic options, preparing for a consultation, or simply comparing practices across the Austin metro.

Can you recommend the best plastic surgeons in or near Austin, Texas? Who are the top surgeons and practices in this area and what makes them stand out? Please include names and websites.

I'm considering cosmetic surgery in Austin, Texas. Who should I consult? I want to compare qualifications, specialties, and patient reviews. Please include surgeon names and websites.

Who are the best plastic surgery practices serving the greater Austin area? I want to see all the top options across the metro. Please include practice names and websites.

Every prompt was sent to all three AI platforms exactly as written. Responses were analyzed for specific practice and surgeon mentions, recommendation context, and level of detail.

Overall Visibility Findings

Appearance Rate by Model Count

Of the 48 plastic surgery practices tested, here is how many appeared in AI responses:

Appeared in 0 models34 mentions
Appeared in 1 model9 mentions
Appeared in 2 models5 mentions
Appeared in 3 models0 mentions

34 practices (71%) were completely absent from AI. Nine appeared in just one model (almost always Claude). Five practices were recognized by two models (ChatGPT and Claude). Strikingly, not a single practice appeared in all three models, because Gemini mentioned zero practices from our entire sample.

How Each AI Model Sees the Market

The most dramatic finding of this scan is the complete divergence between models. Claude was by far the most active, ChatGPT showed moderate awareness, and Gemini was entirely blind to the Austin plastic surgery market:

ChatGPT
7 practices
Westlake Dermatology, Austin Plastic Surgeon, Austin Plastic Surgery Institute, Dr. Jennifer Walden, Dr. Scott Haydon, Holzman Plastic Surgery, Plastic Surgery Center of Austin
Gemini
0 practices
No Austin plastic surgeon was mentioned from our sample
Claude
12 practices
Austin Plastic Surgeon, Buckingham Center, Facial Plastic Surgery of Austin, Austin Plastic Surgery Institute, Personique, Plastic Surgery of Austin, Westlake Plastic Surgery, Austin Cosmetic Surgery, Dr. Jennifer Walden, Dr. Scott Haydon, Plastic Surgery Austin (Dr. Sharma), Holzman Plastic Surgery

Claude recognized 12 practices from our sample, making it the most informed model for this industry by a significant margin. ChatGPT mentioned 7. Gemini, despite being given the same prompts in the same format, could not identify a single Austin-area plastic surgeon from our sample of 48.

Gemini returned zero mentions across all 48 practices and all 3 prompts. This means Google's own AI platform has no awareness of Austin plastic surgeons from our top-reviewed sample. A patient using Gemini for surgery research would receive an entirely different set of recommendations than one using ChatGPT or Claude.

Visibility Score Distribution

With an average score of 8/100, plastic surgeons score higher than roofers (3) but still face widespread invisibility. The distribution shows a clear split between the small group of visible practices and the large invisible majority.

8
Average score
0
Median score
50
Highest score
Score Distribution
34
0
9
1-20
0
21-40
5
41-60
0
61-100

Most Visible Practices

The top 5 practices by visibility score:

RankPracticeScore
1Dr. Jennifer Walden50/100
2Austin Plastic Surgeon46/100
3Austin Plastic Surgery Institute46/100
4Dr. Scott Haydon46/100
5Holzman Plastic Surgery42/100

Even the highest score (50/100) falls short of what we have seen in other industries where top practices scored 64 or higher. This suggests that while more plastic surgeons are visible, no single practice has achieved dominant AI recognition across all platforms.

Google Reviews Have No Impact on AI Recommendations

The pattern we have documented across every industry holds true here as well: Google review counts have no bearing on whether AI recommends a plastic surgery practice.

PracticeGoogle ReviewsAI Score
Sono Bello Austin812Invisible
Mia Aesthetics Austin754Invisible
Face Austin (Dr. Antunes)561Invisible
Dr. Jennifer Walden9550/100
The three highest-reviewed plastic surgery practices in Austin, with a combined 2,127 Google reviews, are all completely invisible to AI. Dr. Jennifer Walden, with just 95 reviews, is the #1 most AI-visible plastic surgeon in the market.

Multi-Model Disagreement

With a 100% disagreement rate, the three AI models each gave patients an entirely different picture of Austin plastic surgery. This is especially significant because one model had nothing to say at all.

Example: “Best plastic surgeons in Austin”

ChatGPT: Dr. Jennifer Walden, Austin Plastic Surgery Institute, Dr. Scott Haydon, Holzman Plastic Surgery, Westlake Dermatology

Gemini: (none from our sample)

Claude: Austin Plastic Surgeon, Buckingham Center, Facial Plastic Surgery of Austin, Personique, Westlake Plastic Surgery, Dr. Jennifer Walden, Holzman Plastic Surgery

ChatGPT and Claude shared 5 practices in common but each also had unique recommendations. Claude was the broadest, mentioning 12 practices from our sample. For patients researching plastic surgery, the AI platform they choose fundamentally shapes which surgeons they discover.

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Competitive Density

Across all AI responses, we identified 71 unique practices and surgeons mentioned by at least one model. This is the highest competitive density of any industry we have scanned, reflecting the broader awareness AI has of the plastic surgery field.

Most Frequently Recommended

Dr. Jennifer Walden98 mentions
Austin Plastic Surgery Institute92 mentions
The Plastic Surgery Center Of Austin58 mentions
Dr. Steven Holzman48 mentions
Dr. David Mosier48 mentions

Dr. Jennifer Walden led all recommendations with 98 mentions, followed closely by Austin Plastic Surgery Institute at 92. The competitive field is more balanced than roofers, where a single company dominated with 343 mentions.

AI’s Narrow Lens

According to industry data, there are approximately 200 plastic surgery practices and surgeons operating in the Austin metro area. Across all AI responses in this study, the models collectively referenced 71 unique names.

Real market (estimated)200 practices
AI’s total awareness71 practices (35.5%)
AI is aware of roughly 36% of Austin's plastic surgery market, the highest coverage of any industry we have studied. This suggests plastic surgery benefits from stronger online presence in AI training data compared to industries like roofing (8%) or HVAC (10%).

What This Means for Plastic Surgeons

The data reveals both challenges and opportunities:

  • Gemini is a blind spot for the entire industry. Google's AI model could not identify a single plastic surgeon from our top-reviewed sample. If a patient uses Gemini to research cosmetic surgery, they will not find any of these 48 practices.
  • Claude is the most informed model for plastic surgery. With 12 practices recognized (vs. ChatGPT's 7), Claude has the widest awareness of Austin plastic surgeons. Patients using Claude get the most comprehensive local recommendations.
  • More surgeons are visible, but no one dominates. The highest score (50/100) is lower than top scores in other industries. This means no single practice has achieved the kind of dominant AI recognition that Austin Roofing and Construction achieved for roofers (64) or Rolle Oral (68) for dentists.
  • Reviews are completely irrelevant. Practices with 800+ reviews are invisible while those with under 100 reviews lead the visibility rankings. AI training data, not review platforms, determines recognition.
  • Cross-model visibility matters more. The 5 practices that appeared in both ChatGPT and Claude scored significantly higher than those appearing in only one platform.

This report does not prescribe strategies for improving AI placement. No guaranteed method exists to influence AI recommendations. However, understanding which platforms know about your practice is the essential first step.

See Your Own Visibility

This report provides a market-level view of the Austin plastic surgery industry. Your specific situation may differ.

  • You could be one of the 29% that AI already recognizes
  • Competitors may be visible on platforms you have not checked
  • AI may describe your specialties inaccurately or reference outdated credentials

The only way to find out is to scan your own practice.

Check your AI visibility score

Discover how ChatGPT, Gemini, and Claude perceive your plastic surgery practice. Get your visibility score, competitor analysis, and accuracy report.

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Frequently Asked Questions

Why did Gemini fail to mention any Austin plastic surgeon?
Each AI model draws from different training data. Gemini's training corpus appears to have limited coverage of Austin-area plastic surgery practices. This is consistent with Gemini's low performance in our HVAC scan (zero mentions) and may reflect a broader gap in how Gemini indexes local professional services.
Does a low AI visibility score reflect the quality of a plastic surgeon?
Absolutely not. AI visibility measures how often AI platforms mention a practice, not the skill, credentials, or patient outcomes of any surgeon. Board-certified plastic surgeons with excellent patient satisfaction still scored zero. AI visibility and surgical expertise are completely unrelated metrics.
Why do ChatGPT and Claude recommend different plastic surgeons?
ChatGPT and Claude are trained on different datasets collected at different times. They each develop a distinct picture of the Austin plastic surgery market. Only 5 practices appeared in both models, while 7 were unique to one platform. The AI model a patient uses directly shapes which surgeons they discover.
Is this report a ranking of Austin plastic surgeons?
No. This report measures AI visibility, not surgical skill, patient satisfaction, or board certification. A high visibility score means AI models recognize and recommend a practice. It says nothing about the quality of care, outcomes, or credentials of any surgeon.
How were the plastic surgery practices in this study selected?
Practices were identified through structured queries to the Google Places API for plastic surgeons, cosmetic surgeons, and plastic surgery centers in Austin, TX. Results were deduplicated, validated for active web presence, and filtered to plastic surgery service providers within the Austin metro. The top 48 by review count were selected.

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