Why do most roofing contractors recommend architectural shingles over three tab shingles nowadays even for rental properties.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why do most roofing contractors recommend architectural shingles over three tab shingles nowadays even for rental properties.
1 real search · 1 real-search pass
architectural vs 3 tab shingles wind rating lifespan cost manufacturer technical data Florida roofingGoogle ↗
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
architectural vs 3 tab shingles wind rating lifespan cost manufacturer technical data Florida roofing Google ↗
- Best Shingles for a Florida Roof (2026) · coastlineroofs.com
- Shingle Roofing in South Florida · havenhrg.com
- Registry No. 29824 · atlasroofing.com