Real ChatGPT answer · index seedoyqZYH3MZkEcompleteHome services and improvement · roofinginformational
Is closed-cell spray foam roof insulation worth the extra money for energy savings if our upstairs bedrooms get unbearably hot in the summer?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is closed-cell spray foam roof insulation worth the extra money for energy savings if our upstairs bedrooms get unbearably hot in the summer?
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
closed-cell spray foam roof insulation energy savings attic hot bedrooms building science guidance California Google ↗
DOE attic insulation air sealing ventilation radiant heat upstairs bedrooms spray foam roof deck closed cell Google ↗
- Air Sealing Existing Attics · bsesc.energy.gov
- About Attic Ventilation · energystar.gov
- Air Sealing and Insulating Ceilings in Vented Attics · basc.pnnl.gov
- Unvented Conditioned Attic with Spray Foam Insulation Below Roof Deck · basc.pnnl.gov
- Below Deck Spray Foam Insulation for Existing Roofs · basc.pnnl.gov
- Energy Research and Development Division · energy.ca.gov
- BUILDING TECHNOLOGIES PROGRAM · energy.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
closed-cell spray foam roof insulation energy savings attic hot bedrooms building science guidance California OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
DOE attic insulation air sealing ventilation radiant heat upstairs bedrooms spray foam roof deck closed cell OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |