Who are the top rated contractors specializing in galvanized steel pipe replacement in the Chicago area based on customer reviews?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Who are the top rated contractors specializing in galvanized steel pipe replacement in the Chicago area based on customer reviews?
1 real search · 1 real-search pass
Chicago contractors plumbers galvanized steel pipe replacement customer reviews repipingGoogle ↗
OBSERVEDReason
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
Chicago contractors plumbers galvanized steel pipe replacement customer reviews repiping Google ↗
- First Chicago Plumbing: 4.8★ from 290 Reviews | Chicago, IL · prosgrade.com
- Top Rated Chicago Plumbers - Read Our Reviews · firstchicagoplumbing.com
- Company website · firstchicagoplumbing.com
- Kavana's Plumbing and Heating - 249 Reviews - Contractors in Chicago, IL · reviews.birdeye.com
- Plumbers in Chicago, IL -- Licensed & Reviewed 2026 · hirecontractor.net
- Repipe Specialists - Chicago, IL · google.com
- Sandoval Plumbing — Plumbing · 312built.com