Who are the top plumbing contractors in Philadelphia for replacing old galvanized steel pipes without tearing up all the walls
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Who are the top plumbing contractors in Philadelphia for replacing old galvanized steel pipes without tearing up all the walls
1 real search · 1 real-search pass
Philadelphia plumbers galvanized steel pipe replacement repiping minimally invasive wall access reviews licensed contractorsGoogle ↗
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
Philadelphia plumbers galvanized steel pipe replacement repiping minimally invasive wall access reviews licensed contractors Google ↗
- Guaranteed Plumbing & Heating Reviews | Philadelphia · prosgrade.com
- 25 Best Plumbers Near Philadelphia, PA · bestprosintown.com
- lead plumbing information · water.phila.gov
- Supplemental Lead Plumbing & Water Quality Fact Sheets · water.phila.gov