Our roofing contractor is pushing architectural asphalt shingles right now, but I need a quick breakdown of whether standing seam metal is worth the extra upfront cost in hail country.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Our roofing contractor is pushing architectural asphalt shingles right now, but I need a quick breakdown of whether standing seam metal is worth the extra upfront cost in hail country.
2 real searches · 1 real-search pass
standing seam metal roofing hail resistance cosmetic denting asphalt shingles hail damage lifespan guidance insurance institute metal construction associationGoogle ↗
OBSERVEDReason
hail impact resistance UL 2218 Class 4 shingles metal roofing hail limitations manufacturer guidanceGoogle ↗
OBSERVEDReason
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
standing seam metal roofing hail resistance cosmetic denting asphalt shingles hail damage lifespan guidance insurance institute metal construction association Google ↗
hail impact resistance UL 2218 Class 4 shingles metal roofing hail limitations manufacturer guidance Google ↗
- Natural Weathering and Hazard Exposure – Insurance Institute for Business & Home Safety · ibhs.org
- HAIL ROOF COVERS **Impact-Resistance Standards B · ibhs.org
- WHEN YOU REPLACE YOUR ROOF COVERING · amica.com
- Low-Slope Metal – Insurance Institute for Business & Home Safety · ibhs.org
- Metal Roofs · basc.pnnl.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
standing seam metal roofing hail resistance cosmetic denting asphalt shingles hail damage lifespan guidance insurance institute metal construction association OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
hail impact resistance UL 2218 Class 4 shingles metal roofing hail limitations manufacturer guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |