Real ChatGPT answer · index seedGakFVA8OZxkcompleteHome services and improvement · roofinginformational
Are cool roof coatings actually worth the money for lowering electric bills on a single-story ranch home in Texas?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are cool roof coatings actually worth the money for lowering electric bills on a single-story ranch home in Texas?
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
Texas cool roof coating energy savings residential roof coating attic temperature electricity bills study Google ↗
DOE cool roofs energy savings hot climates residential roof coating cost effectiveness Google ↗
- For Home and Building Owners · coolroofs.org
- Frontiers | Empirically Modeling the Energy Implications of Cool Roof Retrofits · frontiersin.org
- Cool Roofs · webarchive-beta.loc.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 |
|---|---|---|---|---|---|---|---|
Texas cool roof coating energy savings residential roof coating attic temperature electricity bills study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
DOE cool roofs energy savings hot climates residential roof coating cost effectiveness OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |