Real ChatGPT answer · index seedZowk8kvW6qIcompleteHome services and improvement · roofingcommercial
Which is better for high wind areas in Oklahoma, architectural shingles or metal roofing panels?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which is better for high wind areas in Oklahoma, architectural shingles or metal roofing panels?
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
Oklahoma high wind roofing metal panels standing seam wind uplift ratings architectural shingles installation requirements Google ↗
FEMA IBHS roofing high wind metal roof panels asphalt shingles wind resistance ASTM D7158 UL tornado hail Google ↗
- Improving Windstorm and Tornado · fema.gov
- Home Builder’s Guide · fema.gov
- OKReady · oid.ok.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Oklahoma high wind roofing metal panels standing seam wind uplift ratings architectural shingles installation requirements OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
FEMA IBHS roofing high wind metal roof panels asphalt shingles wind resistance ASTM D7158 UL tornado hail OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |