Real ChatGPT answer · index seedQ4TO1r6bWrwcompleteHome services and improvement · roofingcommercial
I need help comparing the pros and cons of metal roofing versus architectural shingles for a ranch-style house I plan to live in for the rest of my life.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need help comparing the pros and cons of metal roofing versus architectural shingles for a ranch-style house I plan to live in for the rest of my life.
1 real search · 1 real-search pass
metal roofing lifespan asphalt architectural shingles lifespan energy efficiency cool roof California fire resistance official sourcesGoogle ↗
OBSERVED
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.
Classifying 1 queries…
Searches and sources
ChatGPT1 real searches · gpt-6
metal roofing lifespan asphalt architectural shingles lifespan energy efficiency cool roof California fire resistance official sources Google ↗
- Product Comparison · coolcalifornia.arb.ca.gov
- Cool Roofs · energystar.gov
- Cool Roofs: How They Work · coolcalifornia.arb.ca.gov
- Roof · ucanr.edu
- Resilient Buildings · recovery.lacounty.gov
- Metal Roofs · basc.pnnl.gov
- CASE Report Residential Energy Savings and Process Improvements for Additions and Alterations · efiling.energy.ca.gov