Real ChatGPT answer · index seeduIydW2L7OxccompleteTelecom and utilities · energy efficiencycommercial
Compare fiberglass batt insulation to spray foam when retrofitting a cathedral ceiling to maximize energy efficiency without risking moisture buildup.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare fiberglass batt insulation to spray foam when retrofitting a cathedral ceiling to maximize energy efficiency without risking moisture buildup.
2 real searches · 1 real-search pass
cathedral ceiling retrofit vented unvented roof assembly fiberglass spray foam condensation climate zone guidance Building Science CorporationGoogle ↗
OBSERVEDReason
California Energy Code 2025 residential roof insulation cathedral ceiling vapor retarder requirements climate zone 3Google ↗
OBSERVEDInstruction
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
cathedral ceiling retrofit vented unvented roof assembly fiberglass spray foam condensation climate zone guidance Building Science Corporation Google ↗
California Energy Code 2025 residential roof insulation cathedral ceiling vapor retarder requirements climate zone 3 Google ↗
- 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
- Vented versus Unvented Attic · basc.pnnl.gov
- Below Deck Spray Foam Insulation for Existing Roofs · basc.pnnl.gov
- 2025 Building Energy Efficiency Standards · energy.ca.gov
- 2025 SFCM Chapter 3 · energy.ca.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
cathedral ceiling retrofit vented unvented roof assembly fiberglass spray foam condensation climate zone guidance Building Science Corporation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
California Energy Code 2025 residential roof insulation cathedral ceiling vapor retarder requirements climate zone 3 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |