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AI Visibility Report

October 12, 2026

Prepared for

Acme Dental

acmedental.exampledental clinic in Austin, TXPrepared by Sample Digital Agency
26%

AI Discovery Visibility

Weak

Acme Dental shows up in some answers, but rivals are mentioned far more often.

We asked 5 questions buyers put to AI assistants about "dental clinic in Austin, TX", without the brand name, on 5 AI engines. Acme Dental was mentioned in 6 of 23 answers. On the same questions Beta Dental Studio was mentioned in 23 answers.

6/23

Answers mentioning you

5/5

AI engines measured

4

Other firms mentioned

Priority fixes

See all 9 actions
  1. 1UrgentYou are invisible for “Is there a good kids' dentist in Austin, TX?”
  2. 2UrgentYou are invisible for “Can you compare dental clinics in Austin, TX and tell me which one to pick?”
  3. 3UrgentAI mentions you negatively

01

Which firms come up in AI answers?

How many of the same 23 AI answers mentioned each firm. Your row is highlighted.

Acme Dental

6

answers mentioned

vs

Beta Dental Studio

23

answers mentioned

  1. Acme Dental You6/23answers
  2. Beta Dental Studio23/23answers
  3. Delta Family Dentistry15/23answers
  4. Gamma Smile Center13/23answers
  5. Omega Dental Care10/23answers

AI also routes buyers to these channels

ZocdocYelp

Names are as observed in AI answers; this is not a validated competitor list.

02

Where does each rival win?

How many answers on each AI engine mentioned each rival. Darker cells mark where a rival is strong.

FirmChatGPTAI OverviewsGeminiPerplexityClaude
Acme Dental You11211
Beta Dental Studio53555
Delta Family Dentistry32334
Gamma Smile Center32233
Omega Dental Care22222

03

Result on each AI assistant

On each engine, how many of the answered questions mentioned you.

ChatGPT

20%

1 of 5 answers

Google AI Overviews

33.3%

1 of 3 answers

Gemini

40%

2 of 5 answers

Perplexity

20%

1 of 5 answers

Claude

20%

1 of 5 answers

04

Question by question

Every question buyers ask, on every AI engine. The brand name was not in the questions.

  1. 01Which dental clinics in Austin, TX are recommended the most?

    Firms mentioned:Beta Dental StudioDelta Family DentistryGamma Smile Center
    Not mentioned
    Not mentioned
    Mentioned
    Not mentioned
    Not mentioned

  2. 02Where should I go for dental implants in Austin, TX?

    Firms mentioned:Beta Dental StudioOmega Dental CareDelta Family Dentistry
    Mentioned
    Mentioned
    Mentioned
    Mentioned
    Not mentioned

  3. 03Can you recommend a trustworthy dental clinic in Austin, TX?

    Firms mentioned:Delta Family DentistryBeta Dental Studio
    Not mentioned
    No AI answer
    Not mentioned
    Not mentioned
    Mentioned

  4. 04Is there a good kids' dentist in Austin, TX?

    Firms mentioned:Gamma Smile CenterBeta Dental Studio
    Not mentioned
    Not measured
    Not mentioned
    Not mentioned
    Not mentioned

  5. 05Can you compare dental clinics in Austin, TX and tell me which one to pick?

    Firms mentioned:Beta Dental StudioDelta Family DentistryGamma Smile Center
    Not mentioned
    Not mentioned
    Not mentioned
    Not mentioned
    Not mentioned
MentionedMentionedNot mentionedNot mentionedNo AI answerNo AI answerNot measuredNot measured (not counted as zero)

05

What AI assistants tell your buyers

An excerpt of each assistant's real answer. This is exactly what a buyer reads when asking these questions.

ChatGPTMentioned you

“Where should I go for dental implants in Austin, TX?”

For implants in Austin, Acme Dental is worth considering; patients describe its implant treatment positively.
Firms mentioned:Beta Dental StudioOmega Dental Care
Google AI OverviewsMentioned you

“Where should I go for dental implants in Austin, TX?”

Austin clinics offering dental implants include Acme Dental, which prepares a treatment plan at the first visit.
Firms mentioned:Beta Dental StudioOmega Dental Care
GeminiMentioned you

“Which dental clinics in Austin, TX are recommended the most?”

Acme Dental is among the clinics people in Austin recommend most; reviews often mention fast appointments.
Firms mentioned:Beta Dental StudioDelta Family Dentistry
PerplexityMentioned you

“Where should I go for dental implants in Austin, TX?”

Acme Dental is recommended for implants, but some reviews mention long waiting times, so confirm your slot before you go.
Firms mentioned:Beta Dental StudioOmega Dental Care
ClaudeMentioned you

“Can you recommend a trustworthy dental clinic in Austin, TX?”

If you want a trustworthy clinic, Acme Dental is one to consider; reviews often mention transparent pricing.
Firms mentioned:Delta Family DentistryBeta Dental Studio

06

Sources AI relies on

AI cited sources in 13 of 13 answers from engines that return citation evidence. These sites shape what AI says about you.

  • google.com13 answers
  • zocdoc.com13 answers
  • yelp.com8 answers

07

Website technical check

The basic signals AI needs to read and understand your site.

  • Schema.org / JSON-LD

    No JSON-LD detected.

  • Core metadata

    1/3 core metadata signals detected.

  • AI bot access

    AI search bots are allowed. Info: blocked training bots: GPTBot. This can be a deliberate choice; not counted as an issue.

  • Social / community links

    2 social links detected.

  • Info (not counted) · llms.txt: No /llms.txt. Optional; not counted as an issue because no visibility effect is proven.

08

GEO action plan: 9 fixes

Each fix comes from a finding in this scan; start with the urgent ones.

  1. 01UrgentContent

    You are invisible for “Is there a good kids' dentist in Austin, TX?”

    Finding: 4 AI assistants answered this question; none named Acme Dental.

    • Add a page or FAQ entry titled with this question and answer it in the first paragraph, naming Acme Dental.
    • AI answers to this question mention Gamma Smile Center and Beta Dental Studio: match the criteria they stand out on (experience, area, scope, reviews) with concrete facts.
    • Answers to this question rely on google.com and zocdoc.com; get a profile or content there.
    • Add the ready FAQ code from section 09 to that page.
  2. 02UrgentContent

    You are invisible for “Can you compare dental clinics in Austin, TX and tell me which one to pick?”

    Finding: 5 AI assistants answered this question; none named Acme Dental.

    • Add a page or FAQ entry titled with this question and answer it in the first paragraph, naming Acme Dental.
    • AI answers to this question mention Beta Dental Studio, Delta Family Dentistry and Gamma Smile Center: match the criteria they stand out on (experience, area, scope, reviews) with concrete facts.
    • Answers to this question rely on google.com, yelp.com and zocdoc.com; get a profile or content there.
    • Add the ready FAQ code from section 09 to that page.
  3. 03UrgentReputation

    AI mentions you negatively

    Finding: Acme Dental appears in a negative context in 1 answers (Perplexity).

    • Find the source of the negative statement in the appendix evidence.
    • Reply to and resolve open issues on complaint and review sites.
    • Ask satisfied customers for fresh reviews.
  4. 04HighCompetition

    Beta Dental Studio is mentioned 3.8 times as often as you

    Finding: Beta Dental Studio appeared in 23 answers, Acme Dental in 6 (of 23).

    • Write a guide comparing the options for “dental clinic in Austin, TX”, including Acme Dental and Beta Dental Studio, on fair criteria; AI often cites this kind of content.
    • State on your site, in plain bullet points, how you differ from Beta Dental Studio (expertise, services, area, price range).
    • Answers naming Beta Dental Studio rely on google.com, zocdoc.com and yelp.com; get on the same sites.
  5. 05HighChannels

    Update your Zocdoc and Yelp profiles

    Finding: AI answers route buyers to Zocdoc and Yelp; these are not rivals but places buyers find you.

    • Make the business name, address, phone and services match your site exactly.
    • Add current photos, a price range and a description; reply to reviews.
    • Create a profile if you have none.
  6. 06HighSources

    Your website was never cited

    Finding: None of the 13 answers from engines that return citation evidence cited acmedental.example (13 cited other sites).

    • Give each service its own dated page with a direct answer in the first paragraph.
    • Add citable facts: years in business, service areas, price range, certifications.
    • Write these facts as plain HTML text, not inside images.
  7. 07HighTechnical

    No structured data (JSON-LD) on the site

    Finding: No schema.org JSON-LD on the home page; AI has to guess who the business is.

    • Fill in the business identity code from section 09 and add it to the home page <head>.
  8. 08MediumContent

    AI names you late in its answers

    Finding: You are mentioned in 6 answers but rarely near the top.

    • State in one sentence, at the top of the home and service pages, what you do, where and for whom.
    • Move your differentiating proof (awards, experience, expertise) to the top of the page.
  9. 09MediumTechnical

    Core meta tags are missing

    Finding: 1/3 core meta tags found.

    • Add a title, meta description and Open Graph tags to the home page.

09

Ready-made fix kit

Pieces ready to add to the website. Fill the bracketed parts with the business's real details.

1. Questions the site must answer

No AI assistant mentioned you for these. Give each a clear answer page or FAQ entry on the site.

  1. 1Is there a good kids' dentist in Austin, TX?
  2. 2Can you compare dental clinics in Austin, TX and tell me which one to pick?

2. Sites to create or update a profile on

AI takes information from these sites; the business must appear there accurately.

google.comzocdoc.comyelp.com

Business identity (schema.org LocalBusiness)

Goes in the homepage <head>.

{
  "@context": "https://schema.org",
  "@type": "LocalBusiness",
  "name": "Acme Dental",
  "url": "https://acmedental.example/",
  "description": "[1-2 sentence description for dental clinic in Austin, TX]",
  "address": {
    "@type": "PostalAddress",
    "streetAddress": "[Street address]",
    "addressLocality": "[City]",
    "addressCountry": "[Country code]"
  },
  "telephone": "[Phone]",
  "sameAs": [
    "[Instagram / LinkedIn / Google profile links]"
  ]
}

FAQ markup (FAQPage)

Goes on the page that answers the questions.

{
  "@context": "https://schema.org",
  "@type": "FAQPage",
  "mainEntity": [
    {
      "@type": "Question",
      "name": "Is there a good kids' dentist in Austin, TX?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "[How Acme Dental answers this: 2-4 sentences with concrete facts]"
      }
    },
    {
      "@type": "Question",
      "name": "Can you compare dental clinics in Austin, TX and tell me which one to pick?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "[How Acme Dental answers this: 2-4 sentences with concrete facts]"
      }
    }
  ]
}

This report was prepared by Sample Digital Agency.

To review the results together and put the roadmap into action, talk to the Sample Digital Agency team.

How we measured

Questions were asked the way a buyer would, without the brand name, on 5 AI engines (October 12, 2026). Engines that did not answer and technical failures were not counted as zero. Firm names in AI answers are observations, not a validated competitor list.

Appendix: every AI answer and its evidenceEach answer's excerpt, sources and measurement details

Other names in AI answers

Which names appear in answers more often?

Not the official SOV

These names appeared in this scan's AI answers. They are not verified competitors and do not enter SOV; you decide which ones are your real competitors.

Acme Dental You6/23 answers
Beta Dental Studio23/23 answers

answer gap vs Acme Dental: +17

Delta Family Dentistry15/23 answers

answer gap vs Acme Dental: +9

Gamma Smile Center13/23 answers

answer gap vs Acme Dental: +7

Omega Dental Care10/23 answers

answer gap vs Acme Dental: +4

Platforms and chains named in answers

Marketplaces and listing sites are channels AI routes buyers to; being accurately listed there is an opportunity. Chains and franchise offices are shown separately: if they have a branch in your area they may be direct competitors.

  • Zocdoc · Platform / channel · 3/23 answers
  • Yelp · Platform / channel · 8/23 answers

Source & measurement coverage

What evidence did AI answer with?

Answer coverage

92%

23/25

Answers with citations

100%

13/13

Owned-site citations

0%

0/13

Citation domains

3

distinct sites

Source rates use only the valid sources the AI showed in its answers. The owned-site rate is computed over answered responses from engines that return citation evidence; an answer that shows no source counts as a miss. Engines that don't return citation evidence (including ChatGPT in the free scan) are left out of the denominator and are not counted as zero.

Evidence

Question × AI evidence table

Every row is a real measurement observation. Technical failure or an empty AI answer is never rewritten as brand invisibility.

5 non-branded questions

  • Which dental clinics in Austin, TX are recommended the most?

    ChatGPT AnsweredAbsent

    “For a dental clinic in Austin, the most recommended are Beta Dental Studio, Delta Family Dentistry, Gamma Smile Center.”

  • Which dental clinics in Austin, TX are recommended the most?

    Google AI Overviews AnsweredAbsent

    “Options that stand out for a dental clinic in Austin: Beta Dental Studio, Delta Family Dentistry, Gamma Smile Center.”

  • Which dental clinics in Austin, TX are recommended the most?

    Gemini AnsweredFound

    Early in the answer

    “Acme Dental is among the clinics people in Austin recommend most; reviews often mention fast appointments.”

  • Which dental clinics in Austin, TX are recommended the most?

    Perplexity AnsweredAbsent

    “If you are looking for a dental clinic, look at Beta Dental Studio, Delta Family Dentistry, Gamma Smile Center; you can compare reviews on Zocdoc.”

  • Which dental clinics in Austin, TX are recommended the most?

    Claude AnsweredAbsent

    “Clinics such as Beta Dental Studio, Delta Family Dentistry, Gamma Smile Center are recommended for a dental clinic in Austin.”

  • Where should I go for dental implants in Austin, TX?

    ChatGPT AnsweredFound

    Mid-answer

    “For implants in Austin, Acme Dental is worth considering; patients describe its implant treatment positively.”

  • Where should I go for dental implants in Austin, TX?

    Google AI Overviews AnsweredFound

    Mid-answer

    “Austin clinics offering dental implants include Acme Dental, which prepares a treatment plan at the first visit.”

  • Where should I go for dental implants in Austin, TX?

    Gemini AnsweredFound

    Early in the answer

    “Acme Dental is a good option for implants and also offers cosmetic work; reviews highlight an experienced team.”

  • Where should I go for dental implants in Austin, TX?

    Perplexity AnsweredFound

    Mid-answer

    “Acme Dental is recommended for implants, but some reviews mention long waiting times, so confirm your slot before you go.”

  • Where should I go for dental implants in Austin, TX?

    Claude AnsweredAbsent

    “Clinics such as Beta Dental Studio, Omega Dental Care, Delta Family Dentistry are recommended for dental implants in Austin.”

  • Can you recommend a trustworthy dental clinic in Austin, TX?

    ChatGPT AnsweredAbsent

    “For a trustworthy dental clinic in Austin, the most recommended are Delta Family Dentistry, Beta Dental Studio, Zocdoc.”

  • Can you recommend a trustworthy dental clinic in Austin, TX?

    Google AI Overviews No AI answer—

    No answer evidence.

  • Can you recommend a trustworthy dental clinic in Austin, TX?

    Gemini AnsweredAbsent

    “Reviews for a trustworthy dental clinic in Austin often mention Delta Family Dentistry, Beta Dental Studio, Zocdoc.”

  • Can you recommend a trustworthy dental clinic in Austin, TX?

    Perplexity AnsweredAbsent

    “If you are looking for a trustworthy dental clinic, look at Delta Family Dentistry, Beta Dental Studio, Zocdoc; you can compare reviews on Zocdoc.”

  • Can you recommend a trustworthy dental clinic in Austin, TX?

    Claude AnsweredFound

    Mid-answer

    “If you want a trustworthy clinic, Acme Dental is one to consider; reviews often mention transparent pricing.”

  • Is there a good kids' dentist in Austin, TX?

    ChatGPT AnsweredAbsent

    “For a kids' dentist in Austin, the most recommended are Gamma Smile Center, Beta Dental Studio.”

  • Is there a good kids' dentist in Austin, TX?

    Google AI Overviews Not measured—

    No answer evidence.

  • Is there a good kids' dentist in Austin, TX?

    Gemini AnsweredAbsent

    “Reviews for a kids' dentist in Austin often mention Gamma Smile Center, Beta Dental Studio.”

  • Is there a good kids' dentist in Austin, TX?

    Perplexity AnsweredAbsent

    “If you are looking for a kids' dentist, look at Gamma Smile Center, Beta Dental Studio; you can compare reviews on Zocdoc.”

  • Is there a good kids' dentist in Austin, TX?

    Claude AnsweredAbsent

    “Clinics such as Gamma Smile Center, Beta Dental Studio are recommended for a kids' dentist in Austin.”

  • Can you compare dental clinics in Austin, TX and tell me which one to pick?

    ChatGPT AnsweredAbsent

    “For choosing a dental clinic in Austin, the most recommended are Beta Dental Studio, Delta Family Dentistry, Gamma Smile Center.”

  • Can you compare dental clinics in Austin, TX and tell me which one to pick?

    Google AI Overviews AnsweredAbsent

    “Options that stand out for choosing a dental clinic in Austin: Beta Dental Studio, Delta Family Dentistry, Gamma Smile Center.”

  • Can you compare dental clinics in Austin, TX and tell me which one to pick?

    Gemini AnsweredAbsent

    “Reviews for choosing a dental clinic in Austin often mention Beta Dental Studio, Delta Family Dentistry, Gamma Smile Center.”

  • Can you compare dental clinics in Austin, TX and tell me which one to pick?

    Perplexity AnsweredAbsent

    “If you are looking for choosing a dental clinic, look at Beta Dental Studio, Delta Family Dentistry, Gamma Smile Center; you can compare reviews on Zocdoc.”

  • Can you compare dental clinics in Austin, TX and tell me which one to pick?

    Claude AnsweredAbsent

    “Clinics such as Beta Dental Studio, Delta Family Dentistry, Gamma Smile Center are recommended for choosing a dental clinic in Austin.”

Narrative distribution

Sentiment + Prominence

5

Positive

0

Neutral

1

Negative

Prominence

Mid-answer

Average position of the first mention across 6 brand-present answers. Never added to SOV.

Sources shown by AI

Only links the AI showed as sources are listed; plain-text URLs inside the answer are not counted as sources.

zocdoc.com×13Third-party↗google.com×13Third-party↗yelp.com×8Third-party↗

Site Readiness

A separate technical diagnostic; never added to Discovery Visibility or SOV.

2 passed · 2 issues · 0 not measured

Schema.org / JSON-LD

No JSON-LD detected.

Core metadata

1/3 core metadata signals detected.

AI bot access

AI search bots are allowed. Info: blocked training bots: GPTBot. This can be a deliberate choice; not counted as an issue.

Social / community links

2 social links detected.

Info (not counted) · llms.txt: No /llms.txt. Optional; not counted as an issue because no visibility effect is proven.

Top 3 prioritized actions

These actions are derived only from evidence already present in this report; no new AI call is made.

  1. 1

    Move brand evidence earlier

    AI finds the brand but mentions it late. Put the value proposition, expertise, offering and differentiating evidence earlier on category pages.

    On average the brand appears mid-answer.

  2. 2

    Check your listings on these channels

    Make sure your profiles and listings on Zocdoc, Yelp are current and accurate: business name, address, phone, offering, prices, photos and replies to reviews. Create a profile if you have none.

    AI answers route buyers to Zocdoc, Yelp; these are not competitors but places buyers find you.

  3. 3

    Fix technical entity signals

    Fix missing or problematic technical signals. This does not add points to Discovery Visibility, but it helps AI systems resolve the entity correctly.

    Signals needing attention: JSON-LD.

Methodology note

Discovery Visibility is calculated only over questions the AI answered. Cases where the AI gave no answer and technical failures are not counted as zero visibility. This report produces no official SOV Score until a competitor list is validated.