Real ChatGPT answer · index seedKyV50zfXe0wcompleteHome services and improvement · roofingcommercial
Can you compare asphalt versus metal roof options for a budget-conscious first-time homeowner who wants something durable that will last decades without major repairs?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare asphalt versus metal roof options for a budget-conscious first-time homeowner who wants something durable that will last decades without major repairs?
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
Florida roofing metal vs asphalt shingles lifespan cost hurricane wind resistance Miami-Dade code official guidance Google ↗
ENERGY STAR cool roof metal asphalt shingles Florida roof reflectance guidance Google ↗
- Hurricane Mitigation · miamidade.gov
- Hurricane Retrofit Guide · apps.floridadisaster.org
- Cool Roofs · energystar.gov
- Cool Roofs and Walls to Reduce Heat Gain · basc.pnnl.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Florida roofing metal vs asphalt shingles lifespan cost hurricane wind resistance Miami-Dade code official guidance OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
ENERGY STAR cool roof metal asphalt shingles Florida roof reflectance guidance OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |