How AI answer engines name Bold Brothers Roofing
Data through November 4, 2026
Across 1,010 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Local Services between May 10, 2026 and November 4, 2026, Bold Brothers Roofing was named in 17 (1.7%).
Last 28 days: named in 8 of 526 answers in its home categories (1.5%), down 0.5 points from the 28 days before.
By engine
Answers each engine gave to buyer questions about Local Services, and how many of them named Bold Brothers Roofing.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 3 | 263 | 1.1% |
| Claude | 10 | 256 | 3.9% |
| Gemini | 0 | 196 | 0.0% |
| Perplexity | 4 | 263 | 1.5% |
| Google AI Mode | 0 | 23 | 0.0% |
| Google AI Overviews | 0 | 9 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 17 | 170 | 10.0% |
| Ranked list | 0 | 147 | 0.0% |
| Head-to-head | 0 | 170 | 0.0% |
| Is it worth it | 0 | 173 | 0.0% |
| How to choose | 0 | 171 | 0.0% |
| Problem first | 0 | 179 | 0.0% |
Week by week
Bold Brothers Roofing was named in at least one answer in 6 of the 7 weeks on record; the latest was the week of October 26, 2026.
Each week's answers to buyer questions about Local Services, Monday to Sunday, newest first, and how many of them named Bold Brothers Roofing. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 0 | 29 | 0.0% | |
| 1 | 115 | 0.9% | |
| 3 | 133 | 2.3% | |
| 3 | 152 | 2.0% | |
| 3 | 201 | 1.5% | |
| 4 | 200 | 2.0% | |
| 3 | 180 | 1.7% |
Named first
When an answer named Bold Brothers Roofing alongside another brand in this record, it was named first in 4 of 15 (26.7%).
Named alongside
- Elite: named together in 11 answers
- Bureau: named together in 2 answers
- Premier Roofing: named together in 2 answers
- Sol Vista Roofing: named together in 1 answers
Sources the engines cited when they named Bold Brothers Roofing
Domains cited in answers that named Bold Brothers Roofing, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| angi.com | 9 |
| homeadvisor.com | 8 |
| yahoo.com | 8 |
| elite-roofs.com | 4 |
| metrocityroofing.com | 4 |
| thumbtack.com | 4 |
| cencoroofing.com | 3 |
| forbes.com | 3 |
| modroofgroup.com | 3 |
| premier-roofing.com | 3 |
Bold Brothers Roofing's own site (boldbrothersroofing.com) was cited in 2 of 17 (11.8%).
Across every answer run in the Machine Relations Index, not only the answers that named Bold Brothers Roofing, boldbrothersroofing.com was cited in 2 of 35,834 (0.01%), by 2 of the 6 engines it observes. The Index is still collecting evidence on boldbrothersroofing.com before it grades or ranks it.
Across every Local Services buyer question, not only the answers that named Bold Brothers Roofing, the Machine Relations Index ranks which sources AI engines cite for Local Services questions.
How this is measured
Names are matched case-sensitively from each brand's own homepage title, in answers stored by the Machine Relations Index. Only derived counts are published here; no answer text is.
A brand appears only once it has been named in at least 10 answers on 7 separate days.
A name match counts a mention. It does not count a recommendation, and it does not measure sentiment.
Categories are the Index's buyer-question categories.
Source: Machine Relations Index.
FAQ
Does ChatGPT recommend Bold Brothers Roofing?
ChatGPT named Bold Brothers Roofing in 3 of 263 answers (1.1%) to buyer questions about Local Services between May 10, 2026 and November 4, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Bold Brothers Roofing.
Which sources do AI engines cite when they mention Bold Brothers Roofing?
The domains cited most often in answers that named Bold Brothers Roofing were angi.com (9 answers), homeadvisor.com (8 answers) and yahoo.com (8 answers).
Which AI engine names Bold Brothers Roofing most often?
Claude, at 3.9%: it named Bold Brothers Roofing in 10 of 256 answers to buyer questions about Local Services.