Real ChatGPT answer · index seedfXqHhkxHXB0completeTelecom and utilities · energy efficiencycommercial
Which types of attic insulation provide the highest R value per inch for a shallow roof space when hiring local upgrade contractors?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which types of attic insulation provide the highest R value per inch for a shallow roof space when hiring local upgrade contractors?
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 R value per inch polyiso XPS attic insulation building science Google ↗
DOE attic insulation types R value per inch spray foam cellulose fiberglass Google ↗
- Typical R-values and Vapor Retarder Classifications for Common Insulation Materials · basc.pnnl.gov
- GM-0702: Guide to Insulating Sheathing · buildingscience.com
- FAQs · sprayfoam.org
- Well-Insulated and Sealed Attic · energystar.gov
- Insulating and Weatherizing Your Home · extension.missouri.edu
- Home Energy: Insulation · extension.umd.edu
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
closed cell spray foam R value per inch polyiso XPS attic insulation building science OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
DOE attic insulation types R value per inch spray foam cellulose fiberglass OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |