What are the best alternatives to asphalt shingle roofs if I want something that will outlive me in retirement?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best alternatives to asphalt shingle roofs if I want something that will outlive me in retirement?
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
roofing material lifespan natural slate standing seam metal concrete clay tile Northeast Ohio freeze thaw snow durability Google ↗
Ohio roofing code snow loads slate metal tile roof installation freeze thaw guidance Google ↗
- Durability by Design 2nd Edition · huduser.gov
- Residential Metal Roofing · rooferscoffeeshop.com
- How Long Does a Roof Last in Cleveland, Ohio? · clevelandroofingcorp.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
roofing material lifespan natural slate standing seam metal concrete clay tile Northeast Ohio freeze thaw snow durability OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Ohio roofing code snow loads slate metal tile roof installation freeze thaw guidance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |