Real ChatGPT answer · index seed55mY0b4NaYIcompleteHome services and improvement · contractors and remodelingcommercial
Where can I find unbiased customer reviews for roofing contractors who do work on older architectural shingle roofs around Pittsburgh?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Where can I find unbiased customer reviews for roofing contractors who do work on older architectural shingle roofs around Pittsburgh?
3 real searches · 1 real-search pass
independent customer reviews roofing contractors Pittsburgh PA BBB Angi Yelp Google HomeAdvisor licensing complaints Pennsylvania attorney generalGoogle ↗
OBSERVED
roofing contractors architectural asphalt shingles older homes roof repair replacementGoogle ↗
OBSERVED
roof inspection asphalt shingle specialistsGoogle ↗
OBSERVED
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
independent customer reviews roofing contractors Pittsburgh PA BBB Angi Yelp Google HomeAdvisor licensing complaints Pennsylvania attorney general Google ↗
roofing contractors architectural asphalt shingles older homes roof repair replacement Google ↗
roof inspection asphalt shingle specialists Google ↗
- Better Business Bureau (BBB) · bbb.org
- Yelp · yelp.com
- Angi · angi.com
- Google Reviews · google.com
- Pittsburgh Reddit · reddit.com
- PA Attorney General · attorneygeneral.gov
- Home Improvement Contractor Search · hicsearch.attorneygeneral.gov
- MY Pittsburgh Roofing, Roofing Contractor in Pittsburgh, PA · roofingcontractors.org
- Read customer reviews · google.com
- Bronson Roofing, Roofing Contractor in Pittsburgh, PA · roofingcontractors.org
- Read customer reviews · google.com
- Apolinar Roofing, Roofing Contractor in Pittsburgh, PA · roofingcontractors.org
- Read customer reviews · google.com
- Read customer reviews · google.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
independent customer reviews roofing contractors Pittsburgh PA BBB Angi Yelp Google HomeAdvisor licensing complaints Pennsylvania attorney general OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
roofing contractors architectural asphalt shingles older homes roof repair replacement OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
roof inspection asphalt shingle specialists OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |