Our builder is forcing us to lock in roof materials today and I need to know if paying extra for a metal roof is worth it over standard asphalt shingles in heavy hail areas.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Our builder is forcing us to lock in roof materials today and I need to know if paying extra for a metal roof is worth it over standard asphalt shingles in heavy hail areas.
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
IBHS hail impact roofing metal roof asphalt shingles Class 4 UL 2218 hail damage research insurance discounts Google ↗
Kansas City Missouri hail roofing metal roof impact resistant shingles insurance guidance Google ↗
- HAIL IMPACT PERFORMANCE OF ASPHALT SHINGLES · ibhs.org
- Shingle Performance Ratings – Insurance Institute for Business & Home Safety · ibhs.org
- FORTIFIED Roof - FORTIFIED · fortifiedhome.org
- HAIL ROOF COVERS **Impact-Resistance Standards B · ibhs.org
- WHEN YOU REPLACE YOUR ROOF COVERING · amica.com
- Impact-resistant shingles and roofing materials · gaf.com
- Products qualifying for impact-resistant roofing credits · tdi.texas.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IBHS hail impact roofing metal roof asphalt shingles Class 4 UL 2218 hail damage research insurance discounts OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Kansas City Missouri hail roofing metal roof impact resistant shingles insurance guidance OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |