Atlanta GA, hvac repair and replacement
Asked every run day, word for word:
Status words: OK means an answer was logged. QUOTA_BLOCKED means the engine refused the call over its quota. FAILED means the call did not complete. EXTRACTION_FAILED means the response came back without readable results (in the logged rows this is Google search pages blocked by a consent wall or captcha). Every status is printed at the same size as the wins.
Days in the window with no rows: 2026-10-05.
Receipt: Atlanta GA HVAC, Perplexity answers with public text 2026-10-02 to 2026-10-24 (22 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) | its own site cited (days) | own pages Perplexity cited (days, last date) | third-party pages carrying its name (days) | Gemini named it | ChatGPT named it | Claude named it | site location check |
|---|---|---|---|---|---|---|---|---|---|
| Coolray | coolray.com | 2 of 22 | 0 of 22 | none in window | 0 of 22 | 9 of 11 | 5 of 24 | 0 of 29 | IN_METRO |
| Berry Good Heating and Air | berrygoodheatingandair.com | 0 of 22 | 1 of 22 | https://berrygoodheatingandair.com/ (1 day, last 2026-10-04) | 0 of 22 | 0 of 11 | 0 of 24 | 0 of 29 | IN_METRO |
| Empire HVAC | empirehvac.com | 0 of 22 | 1 of 22 | https://empirehvac.com/about/ (1 day, last 2026-10-23) | 0 of 22 | 0 of 11 | 0 of 24 | 0 of 29 | IN_METRO |
| TE Certified Electrical | tecertifiedelectricians.com | 0 of 22 | 0 of 22 | none in window | 0 of 22 | 2 of 11 | 0 of 24 | 0 of 29 | IN_METRO |
Pages Perplexity cited on the most days in this market
- https://serviceagent.ai/directory/georgia/atlanta/hvac/replacement/ (19 of 22 days, last 2026-10-24)
- https://www.consumeraffairs.com/homeowners/hvac-repair-atlanta.html (17 of 22 days, last 2026-10-24)
- https://cityvetted.com/best/best-hvac-atlanta (14 of 22 days, last 2026-10-24)
- https://reliableair.com/cooling/central-ac-installation (14 of 22 days, last 2026-10-24)
- https://atlantaexplored.com/air-conditioning-companies/ (10 of 22 days, last 2026-10-24)
- https://atlantatoprated.com/hvac/ (10 of 22 days, last 2026-10-24)
- https://www.theaircompanyga.com/ (10 of 22 days, last 2026-10-23)
- https://www.homedepot.com/services/l/ga/atlanta/heating-air-conditioning-installation/c16fbb4b7/reviews/page/1 (9 of 22 days, last 2026-10-22)
- https://hvacservice.io/ga/atlanta/ac-replacement (8 of 22 days, last 2026-10-24)
- https://www.bbb.org/us/ga/atlanta/profile/heating-and-air-conditioning/bell-mechanical-llc-0443-5001518 (8 of 22 days, last 2026-10-22)
- https://www.homedepot.com/services/l/ga/atlanta/heating-air-conditioning-repair/673dcc2c8/reviews/page/1 (8 of 22 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.
Excluded (not a single business): reliableair.com (UNKNOWN)
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.
Downloads (ungated)
- all.csv, every row in the window. SHA-256 fc79954f6a23bea43809f14d81eaf91f994873a6eb67f1e1b9ea6a4f1aefbb16
- changes.csv, who entered and who dropped, every run day. SHA-256 4642c25fc4dc3db0ac9aab1fc1a1f23ec8ffdab7ecdb6f198866931d4cb3f183
- One CSV per day is linked from each day in the table below.
License: CC BY 4.0. Credit: Namebeam (namebeam.ai). Use without credit needs the Commercial License.
How to cite: "Namebeam record, Atlanta GA, hvac repair and replacement, window 2026-08-09 to 2026-10-07, retrieved from namebeam.ai on [date]". Read the method. Pull the same rows by API: api.receiptsindex.com/datasets.
By engine
Counted from the extracted business lists, which under-count plain-text mentions (DQ-5). See the Method page.
| Engine | OK | EXTRACTION_FAILED | QUOTA_BLOCKED | FAILED | OK, 0 names | Rows |
|---|---|---|---|---|---|---|
| OpenAI | 60 | 0 | 0 | 0 | 48 | 60 |
| Anthropic | 60 | 0 | 0 | 0 | 60 | 60 |
| Perplexity | 57 | 0 | 0 | 3 | 0 | 60 |
| Gemini | 17 | 0 | 30 | 13 | 0 | 60 |
| Google search | 58 | 2 | 0 | 0 | 58 | 60 |
Names by engine, whole window
Each cell counts OK answers from that engine that named the entry. The top row is how many OK answers that engine gave.
| Name as extracted | OpenAI | Anthropic | Perplexity | Gemini | Google search |
|---|---|---|---|---|---|
| OK answers in window | 60 | 60 | 57 | 17 | 58 |
| Reliable Heating & Air | 0 | 0 | 52 | 13 | 0 |
| Coolray | 0 | 0 | 44 | 2 | 0 |
| Moncrief Heating & Air Conditioning | 0 | 0 | 29 | 2 | 0 |
| Estes Services | 0 | 0 | 15 | 15 | 0 |
| Cunningham Associates | 0 | 0 | 29 | 0 | 0 |
| Hope Heating & AC Repair | 0 | 0 | 16 | 0 | 0 |
| Casteel Heating, Cooling, Plumbing & Electrical | 0 | 0 | 0 | 12 | 0 |
| The Air Company of Georgia | 0 | 0 | 12 | 0 | 0 |
| Rescue Rooter | 10 | 0 | 0 | 0 | 0 |
| Empire HVAC | 0 | 0 | 6 | 0 | 0 |
| PV Heating & Cooling | 0 | 0 | 3 | 3 | 0 |
| PV Heating, Cooling & Insulation | 0 | 0 | 0 | 6 | 0 |
| Benjamin Franklin | 5 | 0 | 0 | 0 | 0 |
| Coolray Heating, Cooling, Plumbing & Electrical | 0 | 0 | 0 | 5 | 0 |
| One Hour Heating | 5 | 0 | 0 | 0 | 0 |
Names are shown as extracted from each answer. Some entries are headings or terms, not businesses. That is a known issue in the Edition 1 files and it is logged on the corrections page. A count is not a ranking.
Who entered and who dropped
Each run day is compared with the previous run day, using the engines that answered OK on both days. One engine skipping a day cannot show up as a drop. The full list is in changes.csv.
| Run day | Compared with | Engines compared | Entered | Dropped |
|---|---|---|---|---|
| 2026-10-07 | 2026-10-06 | OpenAI, Anthropic, Perplexity, Google search | Bardi Heating, Cooling & Plumbing | Estes Services; One Hour Heating; Premier Comfort Services; R.S. Andrews |
| 2026-10-06 | 2026-10-04 | OpenAI, Anthropic, Perplexity, Google search | One Hour Heating; Premier Comfort Services; R.S. Andrews | The Air Company of Georgia |
| 2026-10-04 | 2026-10-03 | OpenAI, Anthropic, Perplexity, Google search | Estes Services; Reliable Heating & Air | Indoor Experts; PV Heating & Cooling |
| 2026-10-03 | 2026-10-02 | OpenAI, Anthropic, Perplexity, Google search | Indoor Experts; PV Heating & Cooling; The Air Company of Georgia | Bardi Heating, Cooling & Plumbing; Benjamin Franklin; Estes Services; Moncrief Heating & Air Conditioning; Rescue Rooter |
| 2026-10-02 | 2026-10-01 | OpenAI, Anthropic, Perplexity, Google search | Benjamin Franklin; Estes Services; Rescue Rooter | Bell Mechanical |
| 2026-10-01 | 2026-09-30 | OpenAI, Anthropic, Perplexity, Google search | Bell Mechanical; Moncrief Heating & Air Conditioning | One Hour Heating; Reliable Heating & Air; Rescue Rooter; The Air Company of Georgia |
| 2026-09-30 | 2026-09-29 | OpenAI, Anthropic, Perplexity, Google search | Bardi Heating, Cooling & Plumbing; One Hour Heating; Reliable Heating & Air; Rescue Rooter | Central Heating and Air Conditioning; PV Heating & Cooling |
| 2026-09-29 | 2026-09-28 | OpenAI, Anthropic, Perplexity, Google search | Central Heating and Air Conditioning; PV Heating & Cooling; The Air Company of Georgia | Indoor Experts; Moncrief Heating & Air Conditioning; One Hour Heating; Rescue Rooter |
| 2026-09-28 | 2026-09-27 | OpenAI, Anthropic, Perplexity, Google search | Indoor Experts; One Hour Heating | Estes Services; Hope Heating & AC Repair; PV Heating & Cooling; Reliable Heating & Air |
| 2026-09-27 | 2026-09-26 | OpenAI, Anthropic, Perplexity, Google search | Moncrief Heating & Air Conditioning; PV Heating & Cooling; Rescue Rooter | Coolray; Cunningham Associates |
| 2026-09-26 | 2026-09-25 | OpenAI, Anthropic, Perplexity, Google search | none | Benjamin Franklin; Moncrief Heating & Air Conditioning; Rescue Rooter |
| 2026-09-25 | 2026-09-24 | OpenAI, Anthropic, Perplexity, Google search | Benjamin Franklin; Cunningham Associates; Hope Heating & AC Repair; Moncrief Heating & Air Conditioning | none |
| 2026-09-24 | 2026-09-23 | OpenAI, Anthropic, Perplexity, Google search | Coolray; Rescue Rooter | none |
| 2026-09-23 | 2026-09-22 | OpenAI, Anthropic, Perplexity, Google search | none | Benjamin Franklin; Coolray; One Hour Heating; Rescue Rooter |
Every run day
Newest at the top. Each date opens the day page with the names, the answer hash and a CSV.
| Date | OpenAI | Anthropic | Perplexity | Gemini | Google search |
|---|---|---|---|---|---|
| 2026-10-07 | OK 0 names | OK 0 names | OK 2 names | FAILED | OK 0 names |
| 2026-10-06 | OK 2 names | OK 0 names | OK 3 names | FAILED | OK 0 names |
| 2026-10-05 | no rows logged for this day | ||||
| 2026-10-04 | OK 0 names | OK 0 names | OK 3 names | FAILED | OK 0 names |
| 2026-10-03 | OK 0 names | OK 0 names | OK 3 names | FAILED | OK 0 names |
| 2026-10-02 | OK 2 names | OK 0 names | OK 3 names | FAILED | OK 0 names |
| 2026-10-01 | OK 0 names | OK 0 names | OK 3 names | FAILED | OK 0 names |
| 2026-09-30 | OK 2 names | OK 0 names | OK 3 names | FAILED | OK 0 names |
| 2026-09-29 | OK 0 names | OK 0 names | OK 3 names | FAILED | OK 0 names |
| 2026-09-28 | OK 2 names | OK 0 names | OK 2 names | FAILED | OK 0 names |
| 2026-09-27 | OK 1 names | OK 0 names | OK 5 names | FAILED | OK 0 names |
| 2026-09-26 | OK 0 names | OK 0 names | OK 5 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-25 | OK 2 names | OK 0 names | OK 6 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-24 | OK 1 names | OK 0 names | OK 3 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-23 | OK 0 names | OK 0 names | OK 2 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-22 | OK 3 names | OK 0 names | OK 3 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-21 | OK 0 names | OK 0 names | OK 3 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-20 | OK 1 names | OK 0 names | OK 5 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-19 | OK 1 names | OK 0 names | OK 3 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-18 | OK 0 names | OK 0 names | OK 4 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-17 | OK 0 names | OK 0 names | OK 4 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-16 | OK 2 names | OK 0 names | OK 4 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-15 | OK 0 names | OK 0 names | OK 4 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-14 | OK 0 names | OK 0 names | OK 2 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-13 | OK 0 names | OK 0 names | OK 3 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-12 | OK 0 names | OK 0 names | OK 4 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-11 | OK 0 names | OK 0 names | OK 4 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-10 | OK 0 names | OK 0 names | OK 5 names | OK 8 names | OK 0 names |
| 2026-09-09 | OK 2 names | OK 0 names | OK 3 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-08 | OK 0 names | OK 0 names | OK 3 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-07 | OK 0 names | OK 0 names | OK 5 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-06 | OK 0 names | OK 0 names | OK 4 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-05 | OK 0 names | OK 0 names | OK 6 names | QUOTA_BLOCKED | OK 0 names |
| 2026-09-04 | OK 0 names | OK 0 names | FAILED | QUOTA_BLOCKED | OK 0 names |
| 2026-09-03 | OK 0 names | OK 0 names | FAILED | QUOTA_BLOCKED | OK 0 names |
| 2026-09-02 | OK 0 names | OK 0 names | FAILED | QUOTA_BLOCKED | OK 0 names |
| 2026-09-01 | OK 0 names | OK 0 names | OK 4 names | FAILED | EXTRACTION_FAILED |
| 2026-08-31 | OK 0 names | OK 0 names | OK 6 names | QUOTA_BLOCKED | OK 0 names |
| 2026-08-30 | OK 0 names | OK 0 names | OK 4 names | QUOTA_BLOCKED | OK 0 names |
| 2026-08-29 | OK 0 names | OK 0 names | OK 3 names | QUOTA_BLOCKED | OK 0 names |
| 2026-08-28 | OK 0 names | OK 0 names | OK 4 names | QUOTA_BLOCKED | OK 0 names |
| 2026-08-27 | OK 0 names | OK 0 names | OK 4 names | QUOTA_BLOCKED | OK 0 names |
| 2026-08-26 | OK 0 names | OK 0 names | OK 4 names | QUOTA_BLOCKED | EXTRACTION_FAILED |
| 2026-08-25 | OK 0 names OK 0 names | OK 0 names OK 0 names | OK 5 names OK 7 names | OK 6 names OK 5 names | OK 0 names OK 0 names |
| 2026-08-24 | OK 0 names | OK 0 names | OK 4 names | OK 6 names | OK 0 names |
| 2026-08-23 | OK 0 names | OK 0 names | OK 3 names | OK 7 names | OK 0 names |
| 2026-08-22 | OK 0 names | OK 0 names | OK 4 names | OK 7 names | OK 0 names |
| 2026-08-21 | OK 0 names | OK 0 names | OK 3 names | OK 6 names | OK 0 names |
| 2026-08-20 | OK 0 names | OK 0 names | OK 4 names | OK 6 names | OK 0 names |
| 2026-08-19 | OK 0 names | OK 0 names | OK 4 names | OK 1 names | OK 0 names |
| 2026-08-18 | OK 0 names | OK 0 names | OK 5 names | OK 6 names | OK 0 names |
| 2026-08-17 | OK 0 names | OK 0 names | OK 3 names | OK 7 names | OK 0 names |
| 2026-08-16 | OK 0 names | OK 0 names | OK 3 names | OK 6 names | OK 0 names |
| 2026-08-15 | OK 0 names | OK 0 names | OK 5 names | OK 9 names | OK 0 names |
| 2026-08-14 | OK 0 names | OK 0 names | OK 6 names | OK 7 names | OK 0 names |
| 2026-08-13 | OK 0 names | OK 0 names | OK 4 names | FAILED | OK 0 names |
| 2026-08-12 | OK 0 names | OK 0 names | OK 5 names | OK 4 names | OK 0 names |
| 2026-08-11 | OK 0 names | OK 0 names | OK 3 names | OK 8 names | OK 0 names |
| 2026-08-10 | OK 0 names | OK 0 names | OK 4 names | OK 7 names | OK 0 names |
| 2026-08-09 | OK 0 names | OK 0 names | OK 3 names | FAILED | OK 0 names |
Related records
Compiled by Terry J Carter, Carter Enterprise LLC. Data window 2026-08-09 to 2026-10-07. Source files generated 2026-10-08. Page built 2026-10-09. Method · Corrections