How much money will I save on my monthly cooling bills if I upgrade from standard dark asphalt shingles to cool roof reflective shingles?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much money will I save on my monthly cooling bills if I upgrade from standard dark asphalt shingles to cool roof reflective shingles?
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
San Antonio Texas cool roof reflective asphalt shingles residential air conditioning energy savings estimate DOE cool roofs Google ↗
cool roof asphalt shingles measured residential cooling energy savings hot climate study Texas Google ↗
- For Home and Building Owners · coolroofs.org
- 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 |
|---|---|---|---|---|---|---|---|
San Antonio Texas cool roof reflective asphalt shingles residential air conditioning energy savings estimate DOE cool roofs OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
cool roof asphalt shingles measured residential cooling energy savings hot climate study Texas OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |