AI Visibility Report · Sample

Riverside Family Dental

general and family dentistry · Austin, Texas 78704

Prepared a sample date Prompts tested 30 Models ChatGPT, Perplexity, Claude

Unprompted visibility

Across the discovery, market-position, and open-recommendation prompts — the ones where the business's name was never given to the model — how often did it come up on its own?

33%
of the time, across all models tested, when someone asked an AI for a recommendation in this category and market without naming the business.
ChatGPT 2/10 Perplexity 4/10 Claude 4/10

When your name is already in the question

Comparison and reputation prompts that named the business directly — this measures the quality of what comes back, not whether it shows up at all.

ModelPositive toneFirst-mentionedCited your site/listing
ChatGPT3/51/50/5
Perplexity4/52/53/5
Claude3/51/52/5

Who's getting recommended instead

Every competitor named across all 90 replies, ranked by how often they came up.

Bright Smiles Family Dentistry 8 Austin Complete Dental 6 South Congress Dental Care 5 Zilker Family Dentistry 4 Barton Springs Dental Group 3 Congress Ave Orthodontics 2

Flagged claims

Specific statements the models made about the business that were unverifiable, hedged, or internally inconsistent — worth checking and correcting where possible.

ChatGPTStates the practice has "served Austin families for over 15 years" without citing a source for that claim.
ClaudeLists two different office addresses in the same reply without noting one may be outdated.
PerplexityDescribes the practice as "currently accepting new patients" based on a directory listing that may not reflect current availability.
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