What is the average lifespan of a shingle roof so I can estimate when I might need a replacement on my rental house
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the average lifespan of a shingle roof so I can estimate when I might need a replacement on my rental house
1 real search · 1 real-search pass
asphalt shingle roof lifespan Arizona heat UV manufacturer guidance 3-tab architectural shinglesGoogle ↗
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
asphalt shingle roof lifespan Arizona heat UV manufacturer guidance 3-tab architectural shingles Google ↗
- ABRC: The Homeowners Roof Replacement Guide · abrctucson.com
- Residential Shingle Roof Repairs in Phoenix, Tucson, AZ and Surrounding Areas · lyonsroofing.com
- How Long Does a Roof Last in Arizona? Lifespan Guide (2026) · pridecg.com