Real ChatGPT answer · index seedQfHyZDsygx0completeHome services and improvement · roofingcomparison
My husband and I are trying to decide if we should do spray foam roof insulation or stick with traditional fiberglass in our attic to help lower our kids' bedrooms' heating bills this winter.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My husband and I are trying to decide if we should do spray foam roof insulation or stick with traditional fiberglass in our attic to help lower our kids' bedrooms' heating bills this 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
U.S. Department of Energy attic insulation air sealing fiberglass spray foam roofline ventilation guidance Google ↗
California Energy Commission attic insulation air sealing climate zone Bakersfield recommendations Google ↗
- Air Sealing Existing Attics · bsesc.energy.gov
- Building America Best Practices Series: Volume 12. Energy Renovations-Insulation: A Guide for Contractors to Share With Homeowners · energy.gov
- CEC-400-2025-009 Chapter 3 · energy.ca.gov
- 2022 Energy Code Single-Family Residential Compliance Manual · efiling.energy.ca.gov
- Air Barriers in Ventilated Attics · bsesc.energy.gov
- About Attic Ventilation · 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 fiberglass spray foam roofline ventilation guidance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
California Energy Commission attic insulation air sealing climate zone Bakersfield recommendations OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |