Real ChatGPT answer · index seedj9Cc3yPMqrAcompleteHome services and improvement · roofinginformational
What are the early warning signs that a built-up flat roof is failing and needs more than just a simple patch job?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the early warning signs that a built-up flat roof is failing and needs more than just a simple patch job?
1 real search · 1 real-search pass
built-up roofing roof failure signs blistering alligatoring ponding water 48 hours NRCAGoogle ↗
OBSERVEDConsequence
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
built-up roofing roof failure signs blistering alligatoring ponding water 48 hours NRCA Google ↗
- Roof Maintenance · rpm.rcabc.org
- Roof Maintenance · rpm.rcabc.org
- Still Water Runs Deep - Proper roof slope and drainage are important to prevent excessive water accumulation · nrca.net
- TECHNICAL BULLETIN · asphaltroofing.org