My dad and I are arguing over whether we should pay extra for a metal roof or stick to standard asphalt shingles on the new build, considering long-term maintenance costs in the humid South.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My dad and I are arguing over whether we should pay extra for a metal roof or stick to standard asphalt shingles on the new build, considering long-term maintenance costs in the humid South.
3 real searches · 1 real-search pass
metal roofing vs asphalt shingles lifespan maintenance humid climate algae corrosion cost lifecycle southern United StatesGoogle ↗
OBSERVED
DOE cool roofs metal roofing asphalt shingles energy humidity maintenanceGoogle ↗
OBSERVED
FEMA metal roof asphalt shingles wind resistance corrosion coastal humid climate roofingGoogle ↗
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 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
metal roofing vs asphalt shingles lifespan maintenance humid climate algae corrosion cost lifecycle southern United States Google ↗
DOE cool roofs metal roofing asphalt shingles energy humidity maintenance Google ↗
FEMA metal roof asphalt shingles wind resistance corrosion coastal humid climate roofing Google ↗
- Cost-Reduction Roadmap for · nrel.gov
- Metal Roof vs. Asphalt Shingles: Cost, Lifespan and Installation · nerdwallet.com
- Cool Roofs and Walls to Reduce Heat Gain · basc.pnnl.gov
- Metal Roofs · basc.pnnl.gov
- Coastal Construction · fema.gov
- Cool Roofs · energystar.gov
- Cool Asphalt Shingles · energy.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
metal roofing vs asphalt shingles lifespan maintenance humid climate algae corrosion cost lifecycle southern United States OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
DOE cool roofs metal roofing asphalt shingles energy humidity maintenance OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
FEMA metal roof asphalt shingles wind resistance corrosion coastal humid climate roofing OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |