Real ChatGPT answer · index seedWtE5QkxtE5AcompleteHome services and improvement · roofingcomparison
Is spray foam roof insulation better than traditional fiberglass batts for keeping heating costs down in an older two-story colonial house during winter?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is spray foam roof insulation better than traditional fiberglass batts for keeping heating costs down in an older two-story colonial house during winter?
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
DOE ENERGY STAR attic insulation air sealing spray foam fiberglass attic floor roof deck cold climate older home Google ↗
Building Science Corporation spray foam roof deck unvented attic moisture risks cold climate Google ↗
- Well-Insulated and Sealed Attic · energystar.gov
- Air Sealing Existing Attics · bsesc.energy.gov
- Below Deck Spray Foam Insulation for Existing Roofs · basc.pnnl.gov
- Unvented Attic Insulation · basc.pnnl.gov
- Unvented Conditioned Attic with Spray Foam Insulation Below Roof Deck · basc.pnnl.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
DOE ENERGY STAR attic insulation air sealing spray foam fiberglass attic floor roof deck cold climate older home OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Building Science Corporation spray foam roof deck unvented attic moisture risks cold climate OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |