Real ChatGPT answer · index seedkVIu4SUuwdocompleteHome services and improvement · roofingcommercial
We are freezing in the winter and roasting in the summer, so is spray foam roof insulation worth the high cost for long-term energy savings?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We are freezing in the winter and roasting in the summer, so is spray foam roof insulation worth the high cost for long-term energy savings?
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
U.S. Department of Energy attic insulation air sealing spray foam roof deck cold climate moisture guidance energy savings Google ↗
Illinois climate zone 5 attic insulation recommended R value Park Forest Illinois energy efficiency spray foam cost payback Google ↗
- State of Illinois · www2.illinois.gov
- Air Sealing Existing Attics · bsesc.energy.gov
- About Attic Ventilation · energystar.gov
- Building America Best Practices Series: Volume 12. Energy Renovations-Insulation: A Guide for Contractors to Share With Homeowners · energy.gov
- Unvented Attic Insulation · basc.pnnl.gov
- Condensation Control in Attics and Roofs in Cold Weather · basc.pnnl.gov
- Attic Air Sealing Project · energystar.gov
- Construct Roofs and Attics for Ice Dam Prevention · basc.pnnl.gov
- Attic Insulation Project · energystar.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
U.S. Department of Energy attic insulation air sealing spray foam roof deck cold climate moisture guidance energy savings OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Illinois climate zone 5 attic insulation recommended R value Park Forest Illinois energy efficiency spray foam cost payback OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |