EXAMPLE DATA. This report was produced in mock mode. The practice, its site, the answers, the other practices, the sources, the token counts and the costs are all fake fixtures made for testing. No AI engine was called.

Bright Named · Practice Visibility Report · 2026-10-23

Who names you?Larkspur Family Dental, Columbus, OH

In this example data, ChatGPT named Larkspur Family Dental in about 1 of every 4 answers. Northgate Dental Group was named most.

In ChatGPT (official API, with web search) answers

Larkspur Family Dental (you)27%

How often other practices were named

Northgate Dental Group62%

Harborlight Dental Studio51%

Copperleaf Dental Care42%

Other practices are picked out of the answers and cited links by exact pattern matching, so a few may be missed.

Things to fix

Wrong info AI tools may see about you
- Your structured data lists the phone as (614) 555-0199, but the page shows (614) 555-0142.
- Your structured data gives the address as "1200 Larkspur Avenue, 43215", but the page shows a different street address.
What to do: Make the business details in your site's structured data (schema.org) match what the page shows, so every reader gets the same name, address and phone.
Your robots.txt turns away AI search tools
- robots.txt blocks PerplexityBot (Perplexity: surfaces and links sites in Perplexity search results; not used for training) from the homepage.
What to do: If this is not on purpose, remove the Disallow rules for PerplexityBot in robots.txt.
Check your listings on the sites the answers cited most
- Most cited: localdirectory.example, cityguide.example, reviewsite.example.
What to do: Make sure each listing has your current name, address, phone and hours, and matches your website.

We have no evidence yet that these changes affect what AI tools say about you. Monthly tracking would show whether your numbers move after you make them.

How often you were named

Where we asked	How often you were named	Your website linked	What we asked
ChatGPT (official API, with web search) example data	12 of 45 answers (27%)	3 of 45	15 questions, 3 times each

"Named" means your practice name, website or phone number is in the answer, or your website is one of its links.

Which AI tools your site lets in

Agent	Type	Your robots.txt	What it does
OAI-SearchBot	search / user fetch	Allowed	OpenAI: used to show sites in ChatGPT search answers
ChatGPT-User	search / user fetch	Allowed	OpenAI: fetches a page when a ChatGPT user asks; OpenAI says robots.txt rules may not apply to it
Claude-SearchBot	search / user fetch	Allowed	Anthropic: indexes pages to improve Claude search results
Claude-User	search / user fetch	Allowed	Anthropic: fetches a page when a Claude user asks
PerplexityBot	search / user fetch	Blocked	Perplexity: surfaces and links sites in Perplexity search results; not used for training
Perplexity-User	search / user fetch	Allowed	Perplexity: fetches a page when a Perplexity user asks; Perplexity says it generally ignores robots.txt
GPTBot	training	Blocked	OpenAI: collects content that may be used to train its models
ClaudeBot	training	Allowed	Anthropic: collects content that may be used to train its models
Google-Extended	training	Blocked	Google: controls use for Gemini training and Gemini grounding; does not affect Google Search

"Search / user fetch" agents fetch pages to answer people's questions or to build an AI search index. "Training" agents collect pages that may be used to train models; blocking them is often a deliberate choice. Roles are from each company's own crawler documentation, checked 2026-10-23.

robots.txt blocks GPTBot (OpenAI: collects content that may be used to train its models). This may be on purpose.
robots.txt blocks Google-Extended (Google: controls use for Gemini training and Gemini grounding; does not affect Google Search). This may be on purpose.

Site basics

These are general website upkeep. They are not shown to affect whether AI tools mention you.

Homepage loads	Yes
Secure (HTTPS)	No
Meta description	No
Tap-to-call phone link	No
llms.txt (optional)	No
robots.txt	Present

The site does not end up on HTTPS.
The homepage has no meta description.
No tap-to-call phone link on the homepage.
No llms.txt file. It is optional and not an official standard; some AI tools read it.

Checked 2026-10-23 16:26 ET with 3 requests to your own site, after reading its robots.txt.

Every question and answer

Each try is shown in full with the sources it cited. Times are Eastern (ET).

best dentist for implants in Columbus

Named you in 0 of 3 · ChatGPT (official API, with web search) · location Columbus, OH

Try 1 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "best dentist for implants in Columbus", a few options that come up are: Harborlight Dental Studio^[1], Brightwater Smile Clinic^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Harborlight Dental Studio (fictional) harborlightdental.example
Brightwater Smile Clinic (fictional) brightwatersmile.example
Fictional city guide: dentists cityguide.example

Try 2 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "best dentist for implants in Columbus", a few options that come up are: Northgate Dental Group (fictional)^[1], Copperleaf Dental Care^[2], Quillfield Family Dentistry^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Northgate Dental Group (fictional) (fictional) northgatedental.example
Copperleaf Dental Care (fictional) copperleafdental.example
Quillfield Family Dentistry (fictional) quillfielddentistry.example
Fictional review aggregator page reviewsite.example

Try 3 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "best dentist for implants in Columbus", a few options that come up are: Northgate Dental Group (fictional)^[1], Copperleaf Dental Care^[2], Brightwater Smile Clinic^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Northgate Dental Group (fictional) (fictional) northgatedental.example
Copperleaf Dental Care (fictional) copperleafdental.example
Brightwater Smile Clinic (fictional) brightwatersmile.example
Fictional local directory listing page localdirectory.example

emergency dentist open now in Columbus

Named you in 0 of 3 · ChatGPT (official API, with web search) · location Columbus, OH

Try 1 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "emergency dentist open now in Columbus", a few options that come up are: Northgate Dental Group (fictional)^[1], Quillfield Family Dentistry^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Northgate Dental Group (fictional) (fictional) northgatedental.example
Quillfield Family Dentistry (fictional) quillfielddentistry.example
Fictional local directory listing page localdirectory.example

Try 2 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "emergency dentist open now in Columbus", a few options that come up are: Quillfield Family Dentistry^[1], Brightwater Smile Clinic^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Quillfield Family Dentistry (fictional) quillfielddentistry.example
Brightwater Smile Clinic (fictional) brightwatersmile.example
Fictional local directory listing page localdirectory.example

Try 3 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "emergency dentist open now in Columbus", a few options that come up are: Copperleaf Dental Care^[1], Quillfield Family Dentistry^[2], Harborlight Dental Studio^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Copperleaf Dental Care (fictional) copperleafdental.example
Quillfield Family Dentistry (fictional) quillfielddentistry.example
Harborlight Dental Studio (fictional) harborlightdental.example
Fictional local directory listing page localdirectory.example

who does Invisalign in Columbus, OH

Named you in 1 of 3 · ChatGPT (official API, with web search) · location Columbus, OH

Try 1 of 3: named you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "who does Invisalign in Columbus, OH", a few options that come up are: Quillfield Family Dentistry^[1], Larkspur Family Dental, Northgate Dental Group (fictional)^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Quillfield Family Dentistry (fictional) quillfielddentistry.example
Northgate Dental Group (fictional) (fictional) northgatedental.example
Fictional review aggregator page reviewsite.example

Try 2 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "who does Invisalign in Columbus, OH", a few options that come up are: Quillfield Family Dentistry^[1], Harborlight Dental Studio^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Quillfield Family Dentistry (fictional) quillfielddentistry.example
Harborlight Dental Studio (fictional) harborlightdental.example
Fictional city guide: dentists cityguide.example

Try 3 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "who does Invisalign in Columbus, OH", a few options that come up are: Northgate Dental Group (fictional)^[1], Copperleaf Dental Care^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Northgate Dental Group (fictional) (fictional) northgatedental.example
Copperleaf Dental Care (fictional) copperleafdental.example
Fictional city guide: dentists cityguide.example

family dentist accepting new patients in Columbus

Named you in 0 of 3 · ChatGPT (official API, with web search) · location Columbus, OH

Try 1 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "family dentist accepting new patients in Columbus", a few options that come up are: Brightwater Smile Clinic^[1], Northgate Dental Group (fictional)^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Brightwater Smile Clinic (fictional) brightwatersmile.example
Northgate Dental Group (fictional) (fictional) northgatedental.example
Fictional city guide: dentists cityguide.example

Try 2 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "family dentist accepting new patients in Columbus", a few options that come up are: Northgate Dental Group (fictional)^[1], Harborlight Dental Studio^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Northgate Dental Group (fictional) (fictional) northgatedental.example
Harborlight Dental Studio (fictional) harborlightdental.example
Fictional local directory listing page localdirectory.example

Try 3 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "family dentist accepting new patients in Columbus", a few options that come up are: Brightwater Smile Clinic^[1], Quillfield Family Dentistry^[2], Northgate Dental Group (fictional)^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Brightwater Smile Clinic (fictional) brightwatersmile.example
Quillfield Family Dentistry (fictional) quillfielddentistry.example
Northgate Dental Group (fictional) (fictional) northgatedental.example
Fictional review aggregator page reviewsite.example

pediatric dentist near Columbus

Named you in 1 of 3 · ChatGPT (official API, with web search) · location Columbus, OH

Try 1 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "pediatric dentist near Columbus", a few options that come up are: Harborlight Dental Studio^[1], Quillfield Family Dentistry^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Harborlight Dental Studio (fictional) harborlightdental.example
Quillfield Family Dentistry (fictional) quillfielddentistry.example
Fictional review aggregator page reviewsite.example

Try 2 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "pediatric dentist near Columbus", a few options that come up are: Harborlight Dental Studio^[1], Copperleaf Dental Care^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Harborlight Dental Studio (fictional) harborlightdental.example
Copperleaf Dental Care (fictional) copperleafdental.example
Fictional city guide: dentists cityguide.example

Try 3 of 3: named you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "pediatric dentist near Columbus", a few options that come up are: Quillfield Family Dentistry^[1], Larkspur Family Dental, Northgate Dental Group (fictional)^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Quillfield Family Dentistry (fictional) quillfielddentistry.example
Northgate Dental Group (fictional) (fictional) northgatedental.example
Fictional city guide: dentists cityguide.example

affordable dental cleaning in Columbus without insurance

Named you in 2 of 3 · ChatGPT (official API, with web search) · location Columbus, OH

Try 1 of 3: named you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "affordable dental cleaning in Columbus without insurance", a few options that come up are: Harborlight Dental Studio^[1], Larkspur Family Dental, Copperleaf Dental Care^[2], Northgate Dental Group (fictional)^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Harborlight Dental Studio (fictional) harborlightdental.example
Copperleaf Dental Care (fictional) copperleafdental.example
Northgate Dental Group (fictional) (fictional) northgatedental.example
Fictional city guide: dentists cityguide.example

Try 2 of 3: named you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "affordable dental cleaning in Columbus without insurance", a few options that come up are: Quillfield Family Dentistry^[1], Larkspur Family Dental^[2], Northgate Dental Group (fictional)^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Quillfield Family Dentistry (fictional) quillfielddentistry.example
Larkspur Family Dental (fictional) larkspurfamilydental.example
Northgate Dental Group (fictional) (fictional) northgatedental.example
Fictional review aggregator page reviewsite.example

Try 3 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "affordable dental cleaning in Columbus without insurance", a few options that come up are: Copperleaf Dental Care^[1], Northgate Dental Group (fictional)^[2], Brightwater Smile Clinic^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Copperleaf Dental Care (fictional) copperleafdental.example
Northgate Dental Group (fictional) (fictional) northgatedental.example
Brightwater Smile Clinic (fictional) brightwatersmile.example
Fictional local directory listing page localdirectory.example

best cosmetic dentist in Columbus for veneers

Named you in 2 of 3 · ChatGPT (official API, with web search) · location Columbus, OH

Try 1 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "best cosmetic dentist in Columbus for veneers", a few options that come up are: Harborlight Dental Studio^[1], Brightwater Smile Clinic^[2], Northgate Dental Group (fictional)^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Harborlight Dental Studio (fictional) harborlightdental.example
Brightwater Smile Clinic (fictional) brightwatersmile.example
Northgate Dental Group (fictional) (fictional) northgatedental.example
Fictional local directory listing page localdirectory.example

Try 2 of 3: named you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "best cosmetic dentist in Columbus for veneers", a few options that come up are: Northgate Dental Group (fictional)^[1], Larkspur Family Dental^[2], Harborlight Dental Studio^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Northgate Dental Group (fictional) (fictional) northgatedental.example
Larkspur Family Dental (fictional) larkspurfamilydental.example
Harborlight Dental Studio (fictional) harborlightdental.example
Fictional local directory listing page localdirectory.example

Try 3 of 3: named you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "best cosmetic dentist in Columbus for veneers", a few options that come up are: Northgate Dental Group (fictional)^[1], Larkspur Family Dental, Harborlight Dental Studio^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Northgate Dental Group (fictional) (fictional) northgatedental.example
Harborlight Dental Studio (fictional) harborlightdental.example
Fictional local directory listing page localdirectory.example

dentist in Columbus that takes Delta Dental

Named you in 0 of 3 · ChatGPT (official API, with web search) · location Columbus, OH

Try 1 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "dentist in Columbus that takes Delta Dental", a few options that come up are: Harborlight Dental Studio^[1], Quillfield Family Dentistry^[2], Brightwater Smile Clinic^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Harborlight Dental Studio (fictional) harborlightdental.example
Quillfield Family Dentistry (fictional) quillfielddentistry.example
Brightwater Smile Clinic (fictional) brightwatersmile.example
Fictional city guide: dentists cityguide.example

Try 2 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "dentist in Columbus that takes Delta Dental", a few options that come up are: Northgate Dental Group (fictional)^[1], Copperleaf Dental Care^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Northgate Dental Group (fictional) (fictional) northgatedental.example
Copperleaf Dental Care (fictional) copperleafdental.example
Fictional city guide: dentists cityguide.example

Try 3 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "dentist in Columbus that takes Delta Dental", a few options that come up are: Harborlight Dental Studio^[1], Northgate Dental Group (fictional)^[2], Quillfield Family Dentistry^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Harborlight Dental Studio (fictional) harborlightdental.example
Northgate Dental Group (fictional) (fictional) northgatedental.example
Quillfield Family Dentistry (fictional) quillfielddentistry.example
Fictional local directory listing page localdirectory.example

same day crown dentist in Columbus

Named you in 2 of 3 · ChatGPT (official API, with web search) · location Columbus, OH

Try 1 of 3: named you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "same day crown dentist in Columbus", a few options that come up are: Harborlight Dental Studio^[1], Larkspur Family Dental, Copperleaf Dental Care^[2], Brightwater Smile Clinic^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Harborlight Dental Studio (fictional) harborlightdental.example
Copperleaf Dental Care (fictional) copperleafdental.example
Brightwater Smile Clinic (fictional) brightwatersmile.example
Fictional review aggregator page reviewsite.example

Try 2 of 3: named you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "same day crown dentist in Columbus", a few options that come up are: Harborlight Dental Studio^[1], Larkspur Family Dental, Northgate Dental Group (fictional)^[2], Copperleaf Dental Care^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Harborlight Dental Studio (fictional) harborlightdental.example
Northgate Dental Group (fictional) (fictional) northgatedental.example
Copperleaf Dental Care (fictional) copperleafdental.example
Fictional local directory listing page localdirectory.example

Try 3 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "same day crown dentist in Columbus", a few options that come up are: Brightwater Smile Clinic^[1], Quillfield Family Dentistry^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Brightwater Smile Clinic (fictional) brightwatersmile.example
Quillfield Family Dentistry (fictional) quillfielddentistry.example
Fictional city guide: dentists cityguide.example

sedation dentistry for anxious patients in Columbus

Named you in 0 of 3 · ChatGPT (official API, with web search) · location Columbus, OH

Try 1 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "sedation dentistry for anxious patients in Columbus", a few options that come up are: Quillfield Family Dentistry^[1], Brightwater Smile Clinic^[2], Harborlight Dental Studio^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Quillfield Family Dentistry (fictional) quillfielddentistry.example
Brightwater Smile Clinic (fictional) brightwatersmile.example
Harborlight Dental Studio (fictional) harborlightdental.example
Fictional local directory listing page localdirectory.example

Try 2 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "sedation dentistry for anxious patients in Columbus", a few options that come up are: Quillfield Family Dentistry^[1], Brightwater Smile Clinic^[2], Copperleaf Dental Care^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Quillfield Family Dentistry (fictional) quillfielddentistry.example
Brightwater Smile Clinic (fictional) brightwatersmile.example
Copperleaf Dental Care (fictional) copperleafdental.example
Fictional review aggregator page reviewsite.example

Try 3 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "sedation dentistry for anxious patients in Columbus", a few options that come up are: Northgate Dental Group (fictional)^[1], Copperleaf Dental Care^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Northgate Dental Group (fictional) (fictional) northgatedental.example
Copperleaf Dental Care (fictional) copperleafdental.example
Fictional city guide: dentists cityguide.example

highly rated dentist in Columbus, OH

Named you in 0 of 3 · ChatGPT (official API, with web search) · location Columbus, OH

Try 1 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "highly rated dentist in Columbus, OH", a few options that come up are: Copperleaf Dental Care^[1], Northgate Dental Group (fictional)^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Copperleaf Dental Care (fictional) copperleafdental.example
Northgate Dental Group (fictional) (fictional) northgatedental.example
Fictional city guide: dentists cityguide.example

Try 2 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "highly rated dentist in Columbus, OH", a few options that come up are: Northgate Dental Group (fictional)^[1], Copperleaf Dental Care^[2], Harborlight Dental Studio^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Northgate Dental Group (fictional) (fictional) northgatedental.example
Copperleaf Dental Care (fictional) copperleafdental.example
Harborlight Dental Studio (fictional) harborlightdental.example
Fictional local directory listing page localdirectory.example

Try 3 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "highly rated dentist in Columbus, OH", a few options that come up are: Brightwater Smile Clinic^[1], Harborlight Dental Studio^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Brightwater Smile Clinic (fictional) brightwatersmile.example
Harborlight Dental Studio (fictional) harborlightdental.example
Fictional review aggregator page reviewsite.example

teeth whitening at a dentist office in Columbus

Named you in 1 of 3 · ChatGPT (official API, with web search) · location Columbus, OH

Try 1 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "teeth whitening at a dentist office in Columbus", a few options that come up are: Copperleaf Dental Care^[1], Harborlight Dental Studio^[2], Northgate Dental Group (fictional)^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Copperleaf Dental Care (fictional) copperleafdental.example
Harborlight Dental Studio (fictional) harborlightdental.example
Northgate Dental Group (fictional) (fictional) northgatedental.example
Fictional review aggregator page reviewsite.example

Try 2 of 3: named you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "teeth whitening at a dentist office in Columbus", a few options that come up are: Copperleaf Dental Care^[1], Larkspur Family Dental ((614) 555-0142), Brightwater Smile Clinic^[2], Harborlight Dental Studio^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Copperleaf Dental Care (fictional) copperleafdental.example
Brightwater Smile Clinic (fictional) brightwatersmile.example
Harborlight Dental Studio (fictional) harborlightdental.example
Fictional local directory listing page localdirectory.example

Try 3 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "teeth whitening at a dentist office in Columbus", a few options that come up are: Harborlight Dental Studio^[1], Brightwater Smile Clinic^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Harborlight Dental Studio (fictional) harborlightdental.example
Brightwater Smile Clinic (fictional) brightwatersmile.example
Fictional city guide: dentists cityguide.example

dentist open on Saturday in Columbus

Named you in 1 of 3 · ChatGPT (official API, with web search) · location Columbus, OH

Try 1 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "dentist open on Saturday in Columbus", a few options that come up are: Brightwater Smile Clinic^[1]. Check current reviews and call ahead to confirm hours and insurance.^[2]

Sources cited

Brightwater Smile Clinic (fictional) brightwatersmile.example
Fictional local directory listing page localdirectory.example

Try 2 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "dentist open on Saturday in Columbus", a few options that come up are: Northgate Dental Group (fictional)^[1], Quillfield Family Dentistry^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Northgate Dental Group (fictional) (fictional) northgatedental.example
Quillfield Family Dentistry (fictional) quillfielddentistry.example
Fictional review aggregator page reviewsite.example

Try 3 of 3: named you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "dentist open on Saturday in Columbus", a few options that come up are: Harborlight Dental Studio^[1], Larkspur Family Dental, Quillfield Family Dentistry^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Harborlight Dental Studio (fictional) harborlightdental.example
Quillfield Family Dentistry (fictional) quillfielddentistry.example
Fictional city guide: dentists cityguide.example

where to get a root canal in Columbus

Named you in 1 of 3 · ChatGPT (official API, with web search) · location Columbus, OH

Try 1 of 3: named you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "where to get a root canal in Columbus", a few options that come up are: Northgate Dental Group (fictional)^[1], Larkspur Family Dental, Copperleaf Dental Care^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Northgate Dental Group (fictional) (fictional) northgatedental.example
Copperleaf Dental Care (fictional) copperleafdental.example
Fictional local directory listing page localdirectory.example

Try 2 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "where to get a root canal in Columbus", a few options that come up are: Copperleaf Dental Care^[1], Northgate Dental Group (fictional)^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Copperleaf Dental Care (fictional) copperleafdental.example
Northgate Dental Group (fictional) (fictional) northgatedental.example
Fictional local directory listing page localdirectory.example

Try 3 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "where to get a root canal in Columbus", a few options that come up are: Brightwater Smile Clinic^[1], Harborlight Dental Studio^[2], Northgate Dental Group (fictional)^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Brightwater Smile Clinic (fictional) brightwatersmile.example
Harborlight Dental Studio (fictional) harborlightdental.example
Northgate Dental Group (fictional) (fictional) northgatedental.example
Fictional local directory listing page localdirectory.example

dentures and denture repair in Columbus

Named you in 1 of 3 · ChatGPT (official API, with web search) · location Columbus, OH

Try 1 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "dentures and denture repair in Columbus", a few options that come up are: Copperleaf Dental Care^[1], Northgate Dental Group (fictional)^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Copperleaf Dental Care (fictional) copperleafdental.example
Northgate Dental Group (fictional) (fictional) northgatedental.example
Fictional review aggregator page reviewsite.example

Try 2 of 3: named you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "dentures and denture repair in Columbus", a few options that come up are: Northgate Dental Group (fictional)^[1], Larkspur Family Dental^[2] ((614) 555-0142), Quillfield Family Dentistry^[3]. Check current reviews and call ahead to confirm hours and insurance.^[4]

Sources cited

Northgate Dental Group (fictional) (fictional) northgatedental.example
Larkspur Family Dental (fictional) larkspurfamilydental.example
Quillfield Family Dentistry (fictional) quillfielddentistry.example
Fictional local directory listing page localdirectory.example

Try 3 of 3: did not name you

Asked 2026-10-23 16:26 ET

[EXAMPLE DATA: fake fixture answer, not from any AI engine] For "dentures and denture repair in Columbus", a few options that come up are: Harborlight Dental Studio^[1], Quillfield Family Dentistry^[2]. Check current reviews and call ahead to confirm hours and insurance.^[3]

Sources cited

Harborlight Dental Studio (fictional) harborlightdental.example
Quillfield Family Dentistry (fictional) quillfielddentistry.example
Fictional city guide: dentists cityguide.example

How to read this report

ChatGPT rows: we asked OpenAI's official developer API with its web search tool turned on and the approximate location set to Columbus, OH, one question at a time, on the dates shown. The consumer apps (ChatGPT, Gemini, Claude, Perplexity) can give different answers because of personalization, account history, exact location, and model or setting differences. AI answers also vary from one run to the next, so we ask each question several times and report how often your business was named. This is a measurement, not a ranking, and we do not promise placement.

AI-assisted. The answers quoted here are AI-generated text. The summary text comes from fixed templates. Engine names are given only to say where the data came from; no AI provider endorses or is affiliated with this report.

Methods

Row	API	Model	Location sent	Named	Rough 95% range	Failed calls
ChatGPT	OpenAI Responses API, web search on (mock fixtures)	`mock-fixture-not-a-real-model`	Columbus, Ohio, US	12 of 45	16% to 41%	0

The 95% range is a Wilson interval that treats every answer as independent. Repeats of the same question are not fully independent, so the real range is wider. Names are matched exactly; 0 answers held part of the name without an exact match and count as not named.

No calls failed.

Each answer was saved exactly as the API returned it, with the request we sent and the timing, as one evidence bundle. Each bundle was hashed (SHA-256) and signed by did:key:z6MkhaNVYj5HUhfeXnwYsyGAgBpVhxD5CtU4GZ81L3dg38vD. Every call was written to an append-only run log before it was sent, so a call that failed or was skipped still shows up. The public copy of that log holds no names, places or questions, only salted fingerprints that we can open for you on request.

Run run-20261023T202618-d58c7c · mock mode, EXAMPLE DATA · question set sha256 c367e624b057f3f426a7a18df05877836e05b835273f5df702ca77d828f48ed1 · run log head: entry 182, hash cec0aee2b079acdeeb076eceacb26a576d344df86903e8c55795c82c2e366f55.

Evidence ids for all 45 answers

Row	Question	Try	Result	Log entry	Bundle sha256	Receipt
ChatGPT	q01	1	ok	2	`c5143a8882c8a2bf45a83e805b43af1a9dddf6024a50592c8a3f1630706c0f0e`	`urn:uuid:d2c43543-5c84-417f-a36f-f89901b090a1`
ChatGPT	q01	2	ok	4	`f95a61914742d52141fa930a1fb3f3232f965e353da2e95a7977aa3c40f55a9c`	`urn:uuid:5a2f4c3a-f77a-426c-bff5-7ccae4c368f7`
ChatGPT	q01	3	ok	6	`3d5fe7580d65c95b57fa0c4e39ab3a15542871249c91afa9adb4de0a3933acc5`	`urn:uuid:3f415a9e-b9b2-49b4-8b45-6080f7b53360`
ChatGPT	q02	1	ok	8	`5017d7aa3460af2167b10cc749422116ca3c5f308ced089a52294880711767cb`	`urn:uuid:cbf9e17a-4859-4cd5-b346-9b4af752fc54`
ChatGPT	q02	2	ok	10	`f9c040fcfbb78de37bbdd3e9b9c0302aca0e1de52a77481f8cdd9d7dfe61d3e5`	`urn:uuid:47114d31-a253-4054-a44d-6d2981c72449`
ChatGPT	q02	3	ok	12	`27adbe880b787fbd5e742c32e60e539e1bbb5acafee18843a0a98a24e69c01e7`	`urn:uuid:d2d2aa01-85ed-4cac-93b0-dd0cc8818d0f`
ChatGPT	q03	1	ok, named (name)	14	`79473f8dbb1d0e02b1727f4198021af31537ccc8ad47fa1da4233256240a8da1`	`urn:uuid:a10c3368-179c-429b-bcce-33513b323c15`
ChatGPT	q03	2	ok	16	`8273169a595197a15ab022ac4c55e73d96afde4c1e24753d27e33c5e51f47cc5`	`urn:uuid:2c05cf87-f255-4d80-bde9-a5cf029d28e0`
ChatGPT	q03	3	ok	18	`c3fc875fe69c697a1c390fdb9dfbf2d7d684ec39759ea4bdf88becd0695f3fe7`	`urn:uuid:489a2c62-b8ec-4b75-b981-b1235c5ac46a`
ChatGPT	q04	1	ok	20	`f08fc76dbc7a516326586e553e0818284ebf8a186354f86f65c31bae5e30cdd3`	`urn:uuid:5ce7b34e-cf52-4f4a-8937-78aff37d50bd`
ChatGPT	q04	2	ok	22	`4dea1f1979da0f9f97c1851a3c77336dc96b3299d3f5dde51d6923e3d03fc6de`	`urn:uuid:fb21991b-6907-4e32-bca1-83270b0c5b91`
ChatGPT	q04	3	ok	24	`a29f157d35b5cc610caabb8d027f76051f074dea0f5c84076791ecdf92c97a5f`	`urn:uuid:0d1ca476-bf76-4dac-9df6-ce239dc9a465`
ChatGPT	q05	1	ok	26	`356857a6b74fd628b91fa4e564ffa4805b7732ba5683d91c091acec9527cbfda`	`urn:uuid:bc1f2946-a443-401a-a894-abef03e3d597`
ChatGPT	q05	2	ok	28	`a1acb38a32399559964b051d56f66b348d7bee17b109756f2bd937496a9c5210`	`urn:uuid:eab6d7b9-12f6-4285-bd1e-1afa2194c468`
ChatGPT	q05	3	ok, named (name)	30	`4ab167c7d026838b8719abbddcf6df45242539e7b416a46614616c09a8d322be`	`urn:uuid:0fe192ab-9d8f-4f16-b146-353f0dd9a488`
ChatGPT	q06	1	ok, named (name)	32	`36c17dfe8ff63c2d23f19cdd2cbda5b639427276c209e9ba861b0f7ef0a460f4`	`urn:uuid:a85a2865-b28d-431e-8a9a-1cb540b39715`
ChatGPT	q06	2	ok, named (name, cited_url)	34	`79652221e6ca02561dbca3bc53f9d8209ebd68040b81cf30af49aaf1e54fa329`	`urn:uuid:e0c1e8b1-6dd5-47ec-99fc-3f668a5988cc`
ChatGPT	q06	3	ok	36	`86f124fd782eb70f09863b04937a5d910af18b9ba9a9bd5c2228ff231ce97c4f`	`urn:uuid:59254b70-03ae-4317-8eb7-9ca70dec8f06`
ChatGPT	q07	1	ok	38	`c4692f636aac87bcab5e4767c94368727609e91db56e2119a012948bc5d040bd`	`urn:uuid:b9a09dee-8f63-43de-98c9-e1c741df4a56`
ChatGPT	q07	2	ok, named (name, cited_url)	40	`d1fbf48b0047eea59421c0657235f7cd22c2aa3decc3336b7e489ea456c944ed`	`urn:uuid:559631cf-37fb-43f7-8298-dedabac4f569`
ChatGPT	q07	3	ok, named (name)	42	`f57244ac78f1774511a24bb86b50675bac636a38f216fd4fd0bfbf0d001b5322`	`urn:uuid:46f4a9f7-066f-4227-bf46-2288be106225`
ChatGPT	q08	1	ok	44	`d0e190d422e0304ae8fc7edbc1e70c859c940b57572b7dc4f3bf548a7de4d979`	`urn:uuid:69760f05-833a-4908-801d-aafc79c15bd1`
ChatGPT	q08	2	ok	46	`072f40baa367a50fe7c5140f2f66c669be47997eff5e6b1e7c93d94f67f1eed9`	`urn:uuid:cec2bda8-d060-4944-96f5-cd66471bf696`
ChatGPT	q08	3	ok	48	`e69920b316645939c6baf25c00c4131f17f733f3ed3805de5c065e7472e4edda`	`urn:uuid:2ef07d0b-4856-4599-8372-2fdce3802498`
ChatGPT	q09	1	ok, named (name)	50	`5780009c41705b10843a2d636c360906b5f9da3c33b37dadd77ab752b343128c`	`urn:uuid:9e4eef77-4d39-4e3f-a02c-d561cab31d00`
ChatGPT	q09	2	ok, named (name)	52	`0fed8e3888724123d74bc00e46d54da3a4e88c44a79594e392fb964dcaa809be`	`urn:uuid:115ee157-96fd-45cc-858d-00559d2848ed`
ChatGPT	q09	3	ok	54	`567ed9066630b883b2b153c97dd5ff45accdf15d9a8a1bd42d597c456d8dda3b`	`urn:uuid:b622babd-3145-4a24-b9d0-f6c54522494b`
ChatGPT	q10	1	ok	56	`64a08491cab82ab4412748b622fbd45602703154b1c44a5a55a0a133d9037c9f`	`urn:uuid:93233c67-5a70-4ef4-9419-405fe74bfccc`
ChatGPT	q10	2	ok	58	`896fc789b2cef1156f01de9b4afb15ecccc9cfe49a5159acae3f411cd50b8cfd`	`urn:uuid:c0dd854d-e46c-47f2-8325-1e2cb2b22683`
ChatGPT	q10	3	ok	60	`74ea2515e7fff0eb4a8e08b927ae88654ed50d436bb8252dbb49ff4c1f80b036`	`urn:uuid:217dae7a-82d8-416d-8c4b-453714adfed0`
ChatGPT	q11	1	ok	62	`84c07eea949895be39b36d865c7cfed3e784900fb0276961242a7cf19bb46d9c`	`urn:uuid:de833a8a-d44e-4443-a7ec-18996e7c933b`
ChatGPT	q11	2	ok	64	`d638277fa69327667890a82aad4b15dae426a44e51bc6ab0bd90d73688df070f`	`urn:uuid:c944985a-430c-44a0-aedd-d6e0a67bbdae`
ChatGPT	q11	3	ok	66	`629d98b801c141bf7c735823a411c2e2795eb489f71f949abe6f34b70a6d701b`	`urn:uuid:4b5034f1-012e-4c9f-b668-33f77fe6ef7f`
ChatGPT	q12	1	ok	68	`4bb5941fac0e72120fc166dbc785558e9558df8d53fc4c6979ac1b1c73891538`	`urn:uuid:9ca1dfc6-9291-45a9-b15b-fa1049a648fd`
ChatGPT	q12	2	ok, named (name, phone)	70	`71799c61730935c409557b631dee44d9fd2846fe691d462d3cd04dd93c550e00`	`urn:uuid:88f8c102-2bf8-4c8e-8699-883479f05552`
ChatGPT	q12	3	ok	72	`22b6819374327cbb6481b8e7b38405fa51e2967be5f8b83bf3f9be3f063fb58c`	`urn:uuid:08f51289-4e52-4afe-a769-2aa7bb479d6e`
ChatGPT	q13	1	ok	74	`f1042751e8a045ebcdf1ba6c4115e308a7f94ecd9ce1b3b5e4ffa27c3f97288f`	`urn:uuid:7e2aec9d-5e54-40c8-ba3a-8b98349d9a76`
ChatGPT	q13	2	ok	76	`f50e2d94897f99b5f9df3e9489abba55da9c9870b667c473895e2e30cc364cf9`	`urn:uuid:3601da5f-fe6e-47d3-8aca-43cc04c094cf`
ChatGPT	q13	3	ok, named (name)	78	`a293a265607620a8ccf7a37d9ba37dbbcd9962442f067e3980221d70d93b5221`	`urn:uuid:75b75cff-f0c5-4f22-9d42-aa693b148eaa`
ChatGPT	q14	1	ok, named (name)	80	`c62a03f026ba6de478f791729a302fc84888faa53565331df2d497035ddce9a7`	`urn:uuid:9019a3ff-206b-4b75-8a98-7154eef7072a`
ChatGPT	q14	2	ok	82	`f5003b09669081ac8256bb968d4e4a2b9845462e70e17199c43be5254c2ab9df`	`urn:uuid:78f5dc5b-df30-48db-9004-cecf710c05cd`
ChatGPT	q14	3	ok	84	`abe282bcdb5afd46958cfb1b93131b18ddcb9488cfee6e16fa8feacbc8e0561e`	`urn:uuid:a6ec3131-bc7e-4341-9983-fb077098be01`
ChatGPT	q15	1	ok	86	`10ecdc5e0e13daeaf8452077506b9c8c81b27539a67aa7d8d085f16eb80c8f96`	`urn:uuid:2582da72-c167-4a9e-968c-1f070e96e483`
ChatGPT	q15	2	ok, named (name, phone, cited_url)	88	`1b3a4d7b66867844cfb690421efae8aed3b8040bab0a591544c8b242e8cade83`	`urn:uuid:615eaeaa-aca2-4056-84e5-d840dff9a3be`
ChatGPT	q15	3	ok	90	`353dab4a0b4c909ce1886821f5a9481ff4c7bd668e41f856e6e744074fafac9c`	`urn:uuid:c10d5409-276e-4749-893d-cf571124d8ab`

An AI agent at Bright Named made this. Reply if you want it tracked monthly.

Who names you?Larkspur Family Dental, Columbus, OH

Things to fix

Wrong info AI tools may see about you

Your robots.txt turns away AI search tools

Check your listings on the sites the answers cited most

How often you were named

Sites the answers relied on most

Which AI tools your site lets in

Site basics

Every question and answer

How to read this report

Methods