AI Engine Citation Record

Atlanta

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.

businessbusiness site (in Google's top results 5+ days)Perplexity named it (days)its own site cited (days)own pages Perplexity cited (days, last date)third-party pages carrying its name (days)Gemini named itChatGPT named itClaude named itsite location check
Advanced Periodonticsadvancedperioatl.com2 of 1710 of 17https://advancedperioatl.com/ (10 days, last 2026-10-22)
https://advancedperioatl.com/implants/ (6 days, last 2026-10-22)
https://advancedperioatl.com/our-locations/dental-office-sandy-springs/ (5 days, last 2026-10-18)		0 of 170 of 110 of 190 of 24IN_METRO
Atlanta Dental Spaatlantadentalspa.com0 of 170 of 17none in window0 of 179 of 110 of 190 of 24IN_METRO
ATL Dental Implantsatlimplants.com0 of 170 of 17none in window0 of 170 of 110 of 190 of 24IN_METRO
Camp Creek Dentalcampcreekdental.com0 of 170 of 17none in window0 of 170 of 110 of 190 of 24IN_METRO
Oral Surgery Associates & Dental Implant Centersgeorgia-oms.com0 of 170 of 17none in window0 of 170 of 110 of 190 of 24IN_METRO
Georgia Dental Implant Centergeorgiadic.com0 of 170 of 17none in window0 of 170 of 110 of 190 of 24IN_METRO

Pages Perplexity cited on the most days in this market

  1. https://www.drevangrodin.com/dental-implants/ (15 of 17 days, last 2026-10-24)
  2. https://georgiaprosthodontics.com/ (13 of 17 days, last 2026-10-24)
  3. https://advancedperioatl.com/ (10 of 17 days, last 2026-10-22)
  4. https://drhalnarnold.com/ (10 of 17 days, last 2026-10-24)
  5. https://www.drevangrodin.com/all-on-4/ (10 of 17 days, last 2026-10-23)
  6. https://georgiaprosthodontics.com/prosthodontist-atlanta/ (9 of 17 days, last 2026-10-22)
  7. https://www.castleconnolly.com/top-dentists/carlos-castro-prosthodontics-cc332832 (9 of 17 days, last 2026-10-24)
  8. https://www.clearchoice.com/locations/ga/atlanta/3535-piedmont-rd-ne-bldg-14/ (9 of 17 days, last 2026-10-24)
  9. https://southernrootsperiodontics.com/ (8 of 17 days, last 2026-10-22)
  10. https://westcobbperio.com/our-practice/ (8 of 17 days, last 2026-10-22)
  11. https://www.periogeorgia.com/ (8 of 17 days, last 2026-10-22)

Source: the sources_cited list in each public Perplexity answer file for the same days as the table above. Links only; no answer text. Ties at the last place are all shown.

How to read it: each row is one business; the columns count the days Perplexity named it and the days it cited the business's own site. Across the 190 businesses in the record (counted per market; 181 distinct sites), Perplexity named a business on 33.6% of days it cited that business's own site and 2.0% of days it did not (Wilson 95% intervals 30.4 to 37.0 and 1.6 to 2.6); within the same business the gap is 15.6 points (35 businesses higher, 3 lower).

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, hello@namebeam.ai.

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.

businessbusiness site (in Google's top results 5+ days)Perplexity named it (days)its own site cited (days)own pages Perplexity cited (days, last date)third-party pages carrying its name (days)Gemini named itChatGPT named itClaude named itsite location check
Buckhead Orthodonticsbuckheadorthodontics.com11 of 1711 of 17https://www.buckheadorthodontics.com/ (10 days, last 2026-10-24)
https://www.buckheadorthodontics.com/invisalign-clear-aligners.html (2 days, last 2026-10-16)		10 of 173 of 110 of 190 of 24IN_METRO
West Paces Ferry Orthodonticswestpacesferryortho.com6 of 1715 of 17https://www.westpacesferryortho.com/ (15 days, last 2026-10-24)
https://www.westpacesferryortho.com/invisalign-info (3 days, last 2026-10-24)		0 of 170 of 110 of 190 of 24IN_METRO
Harris Orthodonticsharrisorthodonticsatl.com5 of 1715 of 17https://harrisorthodonticsatl.com/ (15 days, last 2026-10-24)0 of 170 of 110 of 190 of 24IN_METRO
Atlanta Orthodontic Specialistsatlantaortho.com3 of 175 of 17https://atlantaortho.com/ (5 days, last 2026-10-23)
https://atlantaortho.com/faqs/ (5 days, last 2026-10-23)
https://atlantaortho.com/services/invisalign/ (5 days, last 2026-10-23)		12 of 170 of 110 of 190 of 24IN_METRO
Wright Orthodonticsdrwrightortho.com2 of 179 of 17https://drwrightortho.com/location/orthodontist-in-atlanta-ga/ (8 days, last 2026-10-23)
https://drwrightortho.com/ (2 days, last 2026-10-20)
https://drwrightortho.com/location/orthodontist-in-marietta-ga/ (1 day, last 2026-10-09)		0 of 170 of 110 of 190 of 24IN_METRO
Alliance Orthodonticsbracesingeorgia.com0 of 170 of 17none in window0 of 170 of 110 of 190 of 24IN_METRO
Georgia School of Orthodonticsbracestoday.com0 of 171 of 17https://www.bracestoday.com/meet-our-doctors/ (1 day, last 2026-10-12)0 of 170 of 110 of 190 of 24IN_METRO

Pages Perplexity cited on the most days in this market

  1. https://harrisorthodonticsatl.com/ (15 of 17 days, last 2026-10-24)
  2. https://www.westpacesferryortho.com/ (15 of 17 days, last 2026-10-24)
  3. https://nationalorthodonticregistry.com/georgia/atlanta-ga/orthodontists/willow-orthodontics-atlanta-madison-yards-atlanta-ga (12 of 17 days, last 2026-10-22)
  4. https://nationalorthodonticregistry.com/georgia/atlanta-ga/orthodontists/buckhead-orthodontics-atlanta-ga (10 of 17 days, last 2026-10-21)
  5. https://www.buckheadorthodontics.com/ (10 of 17 days, last 2026-10-24)
  6. https://nationalorthodonticregistry.com/georgia/atlanta-ga/orthodontists/georgia-orthodontic-studio-atlanta-atlanta-ga (9 of 17 days, last 2026-10-24)
  7. https://drwrightortho.com/location/orthodontist-in-atlanta-ga/ (8 of 17 days, last 2026-10-23)
  8. https://nationalorthodonticregistry.com/georgia/atlanta-ga/orthodontists/atlanta-orthodontic-specialists-3580-piedmont-rd-ne (8 of 17 days, last 2026-10-24)
  9. https://www.braces-braces.com/dr-lee (7 of 17 days, last 2026-10-24)
  10. https://emailyogi.com/best-orthodontists-atlanta-2026/ (6 of 17 days, last 2026-10-21)
  11. https://nationalorthodonticregistry.com/georgia/atlanta-ga/orthodontists/atlanta-orthodontic-specialists-5555-peachtree-dunwoody-rd-ne (6 of 17 days, last 2026-10-22)
  12. https://nationalorthodonticregistry.com/georgia/atlanta-ga/orthodontists/wright-orthodontics-atlanta-ga (6 of 17 days, last 2026-10-24)

Source: the sources_cited list in each public Perplexity answer file for the same days as the table above. Links only; no answer text. Ties at the last place are all shown.

How to read it: each row is one business; the columns count the days Perplexity named it and the days it cited the business's own site. Across the 190 businesses in the record (counted per market; 181 distinct sites), Perplexity named a business on 33.6% of days it cited that business's own site and 2.0% of days it did not (Wilson 95% intervals 30.4 to 37.0 and 1.6 to 2.6); within the same business the gap is 15.6 points (35 businesses higher, 3 lower).

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, hello@namebeam.ai.

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.BusinessPerplexityOpenAIAnthropicGemini
1Dr. Carlos Castro10/140/140/140/1
2Dr. Evan Grodin10/140/140/140/1
3Georgia Prosthodontics10/140/140/140/1
4Atlanta Center for Advanced Periodontics6/140/140/140/1
5Dr. Brock Pumphrey6/140/140/140/1
6Peachtree Rd NE5/140/140/140/1
7Maxillofacial Surgery0/144/140/140/1
8Periodontal Associates of Georgia4/140/140/140/1
9American College of Prosthodontists1/143/140/140/1
10Dr. Andreina Izarra3/140/140/140/1

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.BusinessPerplexityOpenAIAnthropicGemini
1Reliable Heating & Air58/710/740/7416/18
2Coolray46/7126/740/7416/18
3Moncrief Heating & Air Conditioning31/712/740/743/18
4Cunningham Associates31/710/740/740/18
5One Hour Heating0/7124/740/740/18
6Estes Services20/710/740/7417/18
7Rescue Rooter1/7119/740/740/18
8Hope Heating & AC Repair16/710/740/740/18
9PV Heating & Cooling11/710/740/745/18
10Benjamin Franklin0/7111/740/740/18

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.BusinessPerplexityOpenAIAnthropicGemini
1West Paces Ferry11/140/140/140/1
2Buckhead Orthodontics9/140/140/141/1
3Dr. Peyton Harris7/140/140/140/1
4Harris Orthodontics7/140/140/140/1
5Dr. Michael Everson6/140/140/140/1
6Marietta St NW6/140/140/140/1
7Atlanta Orthodontic Specialists5/140/140/140/1
8Wright Orthodontics5/140/140/140/1
9Diamond Plus3/140/140/141/1
10Dr. Marc Wright3/140/140/140/1

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.BusinessPerplexityOpenAIAnthropicGemini
1John Foy & Associates46/711/740/741/26
2Van Sant Law37/710/740/740/26
3Gary Martin Hays & Associates27/710/740/742/26
4The Angell Law Firm24/710/740/740/26
5Hammers Law Firm23/710/740/740/26
6Stewart Miller Simmons Trial Attorneys23/710/740/740/26
7Butler Kahn7/710/740/7419/26
8David M. Van Sant17/710/740/740/26
9Tobin Injury Law17/710/740/740/26
10Goldstein Hayes, LLC10/710/740/740/26

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.

Data source: Namebeam public record, data/explorer_data_2026-10-22.json (window ends 2026-10-21), saved answer text per engine and day.

This record contains automated AI extraction and may include extraction errors. Counts above are computed from the data file named above and can be reproduced by running scripts/rebuild_market_pages.py against the same file.

Get your own free check: https://check.namebeam.ai

Carter Enterprise LLC, 30 N Gould St, Ste 65270, Sheridan, WY 82801