AI Engine Citation Record

Atlanta

The Atlanta Market Record is $49 a month as of 2026-11-09: one trade in one city, as a dated CSV and PDF. See the scope and buy.

As of 2026-10-22. Page built 2026-10-22.

4 niches for this market, 4 engines asked per niche.

Windows run from each niche's earliest to its latest row date, within 2026-08-09 to 2026-10-21.

HOW THIS WAS MADE, IN FULL. AI made this page. A script extracted and counted every number on it from a dated corpus file; a machine wrote the sentences around those numbers. Nobody here is going to tell you a person hand-tallied this. We say so here because there is nowhere else on this page to say it.

Receipt: Atlanta GA dentists, Perplexity answers with public text 2026-10-08 to 2026-10-24 (17 days)

Source: public record github.com/mrcrtr1979-droid/namebeam-visibility-index, data commit 3a6eaa7f. Counts, not causes.

business	business site (in Google's top results 5+ days)	Perplexity named it (days)	third-party pages carrying its name (days)	Gemini named it	ChatGPT named it	Claude named it	site location check
Advanced Periodontics	advancedperioatl.com	2 of 17	0 of 17	0 of 11	0 of 19	0 of 24	IN_METRO
Atlanta Dental Spa	atlantadentalspa.com	0 of 17	0 of 17	9 of 11	0 of 19	0 of 24	IN_METRO
ATL Dental Implants	atlimplants.com	0 of 17	0 of 17	0 of 11	0 of 19	0 of 24	IN_METRO
Camp Creek Dental	campcreekdental.com	0 of 17	0 of 17	0 of 11	0 of 19	0 of 24	IN_METRO
Oral Surgery Associates & Dental Implant Centers	georgia-oms.com	0 of 17	0 of 17	0 of 11	0 of 19	0 of 24	IN_METRO
Georgia Dental Implant Center	georgiadic.com	0 of 17	0 of 17	0 of 11	0 of 19	0 of 24	IN_METRO

Cited sources for Perplexity answers are held in the private record (2026-11-08).

Definitions: "named" here means the business's web address or exact name is written in the answer text. The Oct 29 public count also counts a cited address as named; under that count every day its own site was cited counts as named.

For agencies: this market every month, Market Record, one market, $49 a month; Agency Evidence Pack, $397 one-time. We do not sell to the businesses we measure. Questions: email works best, [email protected].

Receipt: Atlanta GA orthodontists, Perplexity answers with public text 2026-10-08 to 2026-10-24 (17 days)

Source: public record github.com/mrcrtr1979-droid/namebeam-visibility-index, data commit 3a6eaa7f. Counts, not causes.

business	business site (in Google's top results 5+ days)	Perplexity named it (days)	third-party pages carrying its name (days)	Gemini named it	ChatGPT named it	Claude named it	site location check
Buckhead Orthodontics	buckheadorthodontics.com	11 of 17	10 of 17	3 of 11	0 of 19	0 of 24	IN_METRO
West Paces Ferry Orthodontics	westpacesferryortho.com	6 of 17	0 of 17	0 of 11	0 of 19	0 of 24	IN_METRO
Harris Orthodontics	harrisorthodonticsatl.com	5 of 17	0 of 17	0 of 11	0 of 19	0 of 24	IN_METRO
Atlanta Orthodontic Specialists	atlantaortho.com	3 of 17	12 of 17	0 of 11	0 of 19	0 of 24	IN_METRO
Wright Orthodontics	drwrightortho.com	2 of 17	0 of 17	0 of 11	0 of 19	0 of 24	IN_METRO
Alliance Orthodontics	bracesingeorgia.com	0 of 17	0 of 17	0 of 11	0 of 19	0 of 24	IN_METRO
Georgia School of Orthodontics	bracestoday.com	0 of 17	0 of 17	0 of 11	0 of 19	0 of 24	IN_METRO

Cited sources for Perplexity answers are held in the private record (2026-11-08).

Engine coverage

Each niche below was asked of Perplexity, OpenAI, Anthropic and Gemini on its own days; the answers that returned text per engine are stated with each niche.

Businesses named, by engine

Counts read "answers naming it / answers that returned text", per engine. Counting rule: a business counts for an engine when its full name, written with the same capital letters, appears in that engine's saved answer text, so a count means named in the answer text. The matching is the homepage explorer's name matching with an added capital-letter check on each word of the name, run over each niche's own window and counted per answer. A business listed as an example counts, and a count does not mean the engine picked it. Rows overlap (a chain and its locations are separate rows), so rows are not added together.

Until 2026-10-21 this page counted from the extracted business lists, which under-counted plain-text mentions by different amounts per engine (DQ-5). Details: Method, DQ-5.

dentists, 2026-10-08 to 2026-10-21

Answers that returned text: Perplexity 14, OpenAI 14, Anthropic 14, Gemini 1.

No.	Business	Perplexity	OpenAI	Anthropic	Gemini
1	Dr. Carlos Castro	10/14	0/14	0/14	0/1
2	Dr. Evan Grodin	10/14	0/14	0/14	0/1
3	Georgia Prosthodontics	10/14	0/14	0/14	0/1
4	Atlanta Center for Advanced Periodontics	6/14	0/14	0/14	0/1
5	Dr. Brock Pumphrey	6/14	0/14	0/14	0/1
6	Peachtree Rd NE	5/14	0/14	0/14	0/1
7	Maxillofacial Surgery	0/14	4/14	0/14	0/1
8	Periodontal Associates of Georgia	4/14	0/14	0/14	0/1
9	American College of Prosthodontists	1/14	3/14	0/14	0/1
10	Dr. Andreina Izarra	3/14	0/14	0/14	0/1

31 businesses named in this niche and window; the top 10 are shown, ordered by total namings across the engines (used only to order the rows). This is a count, not a ranking and not an endorsement.

13 generic phrases (directories, review sites, certifications, topic words) were set apart and are not counted as businesses.

hvac repair and replacement, 2026-08-09 to 2026-10-21

Answers that returned text: Perplexity 71, OpenAI 74, Anthropic 74, Gemini 18.

No.	Business	Perplexity	OpenAI	Anthropic	Gemini
1	Reliable Heating & Air	58/71	0/74	0/74	16/18
2	Coolray	46/71	26/74	0/74	16/18
3	Moncrief Heating & Air Conditioning	31/71	2/74	0/74	3/18
4	Cunningham Associates	31/71	0/74	0/74	0/18
5	One Hour Heating	0/71	24/74	0/74	0/18
6	Estes Services	20/71	0/74	0/74	17/18
7	Rescue Rooter	1/71	19/74	0/74	0/18
8	Hope Heating & AC Repair	16/71	0/74	0/74	0/18
9	PV Heating & Cooling	11/71	0/74	0/74	5/18
10	Benjamin Franklin	0/71	11/74	0/74	0/18

19 businesses named in this niche and window; the top 10 are shown, ordered by total namings across the engines (used only to order the rows). This is a count, not a ranking and not an endorsement.

orthodontists, 2026-10-08 to 2026-10-21

Answers that returned text: Perplexity 14, OpenAI 14, Anthropic 14, Gemini 1.

No.	Business	Perplexity	OpenAI	Anthropic	Gemini
1	West Paces Ferry	11/14	0/14	0/14	0/1
2	Buckhead Orthodontics	9/14	0/14	0/14	1/1
3	Dr. Peyton Harris	7/14	0/14	0/14	0/1
4	Harris Orthodontics	7/14	0/14	0/14	0/1
5	Dr. Michael Everson	6/14	0/14	0/14	0/1
6	Marietta St NW	6/14	0/14	0/14	0/1
7	Atlanta Orthodontic Specialists	5/14	0/14	0/14	0/1
8	Wright Orthodontics	5/14	0/14	0/14	0/1
9	Diamond Plus	3/14	0/14	0/14	1/1
10	Dr. Marc Wright	3/14	0/14	0/14	0/1

32 businesses named in this niche and window; the top 10 are shown, ordered by total namings across the engines (used only to order the rows). This is a count, not a ranking and not an endorsement.

5 generic phrases (directories, review sites, certifications, topic words) were set apart and are not counted as businesses.

personal injury attorneys, 2026-08-09 to 2026-10-21

Answers that returned text: Perplexity 71, OpenAI 74, Anthropic 74, Gemini 26.

No.	Business	Perplexity	OpenAI	Anthropic	Gemini
1	John Foy & Associates	46/71	1/74	0/74	1/26
2	Van Sant Law	37/71	0/74	0/74	0/26
3	Gary Martin Hays & Associates	27/71	0/74	0/74	2/26
4	The Angell Law Firm	24/71	0/74	0/74	0/26
5	Hammers Law Firm	23/71	0/74	0/74	0/26
6	Stewart Miller Simmons Trial Attorneys	23/71	0/74	0/74	0/26
7	Butler Kahn	7/71	0/74	0/74	19/26
8	David M. Van Sant	17/71	0/74	0/74	0/26
9	Tobin Injury Law	17/71	0/74	0/74	0/26
10	Goldstein Hayes, LLC	10/71	0/74	0/74	0/26

26 businesses named in this niche and window; the top 10 are shown, ordered by total namings across the engines (used only to order the rows). This is a count, not a ranking and not an endorsement.

Markets and query segments covered

Niches rolled into this market page: dentists, hvac repair and replacement, orthodontists, personal injury attorneys.