Real ChatGPT answer · index seedBBWmAR02KVEcompleteHome services and improvement · roofingcommercial
What are the leading causes of premature granule loss in top-tier asphalt shingle brand comparisons over the past five years?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the leading causes of premature granule loss in top-tier asphalt shingle brand comparisons over the past five years?
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
premature granule loss asphalt shingles causes manufacturing installation algae hail thermal cycling 2021 2026 Google ↗
asphalt shingle granule loss warranty manufacturing defects top brands comparison GAF CertainTeed Owens Corning 2021 2026 Google ↗
- Technical Advisory Bulletin · gaf.com
- Granule Loss · hinarratives.com
- Mastering Roof Inspections: Asphalt Composition Shingles, Part 46 · nachi.org
- Mastering Roof Inspections: Asphalt Composition Shingles, Part 30 · nachi.org
- Mastering Roof Inspections: Asphalt Composition Shingles, Part 34 · nachi.org
- Frontiers | Sub-severe hail: the missing piece in assessing asphalt shingle risk in North America · frontiersin.org
- ROOF SHINGLE HAIL IMPACT RATINGS · fortifiedhome.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
premature granule loss asphalt shingles causes manufacturing installation algae hail thermal cycling 2021 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
asphalt shingle granule loss warranty manufacturing defects top brands comparison GAF CertainTeed Owens Corning 2021 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |