80% of Austin Dentists Are Invisible to AI. Here's What We Found

Executive Summary

We scanned 50 dental practices in Austin, Texas across three major AI models: ChatGPT, Gemini, and Claude. The results reveal a significant gap between real-world reputation and AI awareness.

The vast majority of Austin dental practices are completely absent from AI recommendations. Not a single practice from our sample appeared consistently across all three models. Each model recommended a different mix of practices, with Gemini failing to mention any of the top 50 practices from our list by name.

Methodology

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

• Sample: 50 dental practices in Austin, Texas (top 50 by Google review count)
• Sourcing: practices identified via Google Places API, deduplicated by domain and validated for active web presence
• Models tested: ChatGPT, Gemini, and Claude
• Prompts: natural-language questions about Austin dentists (see below), with no prompt manipulation or specialty modifiers
• Scoring: each practice received a visibility score (0-100) based on appearance frequency, mention quality, and cross-model consistency

The Questions We Asked AI

We used straightforward, natural-language prompts that mirror how real patients ask AI for recommendations. No optimized phrasing. No leading questions.

Each prompt was sent to all three AI models identically. Responses were analyzed for specific practice mentions, descriptions, and recommendation context.

Overall Visibility Findings

Appearance Rate by Model Count

Of the 50 practices scanned, here is how many appeared in AI recommendations:

40 practices (80%) did not appear in any AI model's recommendations. Not a single practice appeared consistently across all three models.

Which Models Mention Austin Practices?

Not all AI models are equal. Here is how many of our 50 practices each model mentioned:

Claude was the most generous, mentioning 6 practices from our sample. Gemini mentioned only 3, none of which overlapped with ChatGPT's picks.

Visibility Score Distribution

The score distribution shows a dramatic cliff: the vast majority of practices score exactly zero.

Most Visible Practices

Reviews Don't Equal AI Visibility

One of the most counterintuitive findings: the most-reviewed practices are not the most visible to AI. Google reputation and AI awareness are completely disconnected.

Multi-Model Disagreement

One of the most significant findings: AI models disagree on which dentists to recommend 100% of the time.

This means there is no single “AI ranking.” Each model sees a different version of reality, and patients using different AI tools are being directed to different practices.

No practice from our sample appeared across all three models. ChatGPT and Claude each named a handful of practices, while Gemini did not mention any of our top 50 by name. This demonstrates why checking just one model gives an incomplete picture.

Competitive Density

Across all scans, we detected 57 unique dental practices mentioned by at least one AI model. However, AI consistently concentrates its recommendations among a small group.

Most Frequently Recommended Practices

AI consistently recommends a small set of practices. The remaining practices are either mentioned rarely or not at all. This concentration effect means the gap between visible and invisible practices is significant.

AI’s Narrow Lens

According to Healthgrades, there are approximately 904 dental practitioners in the Austin, Texas area. Across all 450 AI responses in this study, the models collectively recommended just 57 unique practice names.

AI models are aware of roughly 6% of the actual market. Even among the 57 practices AI does mention, the same handful appear repeatedly while most are named once or twice. The other 847 practices in the Austin metro are completely outside AI’s awareness.

What This Means for Austin Dentists

This data tells a clear story:

• AI is shaping patient perception. Patients increasingly use AI for healthcare provider recommendations. The practices AI mentions have an advantage in discovery.
• Invisibility means lost discovery. 80% of the practices in this study are completely absent from AI recommendations. That is a massive blind spot.
• No single model tells the full story. With a 100% disagreement rate, checking one AI tool is not enough. Your visibility varies by model.
• Visibility is not permanent. AI models update regularly. A practice visible today may not be visible next quarter. Ongoing monitoring is the only way to track this.

This report does not provide optimization advice or suggest tactics to “rank” in AI. There is no reliable way to guarantee AI placement. But knowing where you stand, and how that changes over time, is the foundation of an informed response.

See Your Own Visibility

This report provides aggregate data about the Austin dental market. Your individual results may differ.

• Your competitors may already appear in AI recommendations
• You may be visible on one model but invisible on others
• AI may describe your practice inaccurately

The only way to know is to scan your own practice.