Real ChatGPT answer · index seedLmuKwqFxjd4completeHome services and improvement · roofingcommercial
What causes premature failure in modern roofing materials and how can a first time homeowner choose the most durable option?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What causes premature failure in modern roofing materials and how can a first time homeowner choose the most durable option?
2 real searches · 1 real-search pass
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 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
roof premature failure causes installation ventilation flashing asphalt shingles metal roofing homeowner guide NRCA GAF Google ↗
roofing material service life asphalt shingles metal slate tile durability climate homeowner guide Google ↗
- Durability by Design 2nd Edition · huduser.gov
- How Long Does a Roof Last? · thisoldhouse.com
- Metal Roofs · basc.pnnl.gov
- Resources · nrca.net
- Flashing of Penetrations in Existing Roofs · basc.pnnl.gov
- What can cause premature roof failure? · documents.gaf.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
roof premature failure causes installation ventilation flashing asphalt shingles metal roofing homeowner guide NRCA GAF OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
roofing material service life asphalt shingles metal slate tile durability climate homeowner guide OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |