Real ChatGPT answer · index seedtgQGwcb0rJAcompleteHome services and improvement · roofingcomparison
Can you compare Angi leads versus Yelp for finding reliable roofers who specialize in fixing flashing around brick chimneys without charging an arm and a leg?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare Angi leads versus Yelp for finding reliable roofers who specialize in fixing flashing around brick chimneys without charging an arm and a leg?
1 real search · 1 real-search pass
Angi vs Yelp contractor leads homeowner reviews fees how platforms work 2026Google ↗
OBSERVEDComparison
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.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
Angi vs Yelp contractor leads homeowner reviews fees how platforms work 2026 Google ↗
- Search Dallas chimney repair on Yelp · yelp.com
- Angi contractor search · angi.com
- Texas Department of Licensing and Regulation · tdlr.texas.gov