Real ChatGPT answer · index seedJljxzTVQs2ocompleteHome services and improvement · roofingcommercial
What are the warning signs that my old roof needs a lead pipe boot replacement before water starts rotting the plywood underneath
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the warning signs that my old roof needs a lead pipe boot replacement before water starts rotting the plywood underneath
1 real search · 1 real-search pass
lead plumbing vent flashing roof leak warning signs lead boot deterioration replacement roofing manufacturer guidanceGoogle ↗
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
lead plumbing vent flashing roof leak warning signs lead boot deterioration replacement roofing manufacturer guidance Google ↗
- Roof vent pipe boot leaks: Repair, replacement, and costs · shinglescience.com
- Flashing of Penetrations in Existing Roofs · basc.pnnl.gov
- Pipe Boots, Vent Stacks and Roof Vents: The Small Parts Behind Most Leaks · roofingarmy.com
- How to Identify and repair roof leaks · gaf.com