What is the current consensus among roofing experts regarding the lifespan of architectural shingles versus three-tab shingles in a hot climate?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the current consensus among roofing experts regarding the lifespan of architectural shingles versus three-tab shingles in a hot climate?
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.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
architectural shingles vs 3-tab lifespan hot climate actual service life roofing experts Google ↗
asphalt shingle lifespan hot climate architectural three tab manufacturer guidance heat ventilation Google ↗
- Asphalt Shingle Roof Longevity, Lifespan & Life Expectancy · theroofingbrief.com
- How long does a roof last in Florida? · reroofreport.com
- Asphalt Shingle Lifespan in Florida's Climate: When Repair Isn't Enough · alschmidtroofing.com
- Ventilation and Moisture Control for Residential Roofing · asphaltroofing.org
- TECHNICAL BULLETIN · asphaltroofing.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
architectural shingles vs 3-tab lifespan hot climate actual service life roofing experts OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
asphalt shingle lifespan hot climate architectural three tab manufacturer guidance heat ventilation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |