Real ChatGPT answer · index seedNXD2x9hIfWUcompleteTelecom and utilities · energy efficiencyinformational
What type of attic insulation has the best R-value for cold winters and hot summers without costing a fortune to install?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What type of attic insulation has the best R-value for cold winters and hot summers without costing a fortune to install?
1 real search · 1 real-search pass
attic insulation R-value per inch cost blown cellulose fiberglass spray foam DOE ENERGY STAR recommendations cold climate hot humid climateGoogle ↗
OBSERVEDComparison
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
attic insulation R-value per inch cost blown cellulose fiberglass spray foam DOE ENERGY STAR recommendations cold climate hot humid climate Google ↗
- Home Energy: Insulation · extension.umd.edu
- Well-Insulated and Sealed Attic · energystar.gov
- Volume 9 | Building America Best Practices Series --- | --- | Builders Challenge Guide to 40% Whole-House Energy Savings in the Hot-Dry and Mixed-Dry ClimatesR · energy.gov
- Home Energy: Insulation · extension.umd.edu
- U.S. EPA Consumer Messaging Guide for ENERGY STAR Certified Insulation · energystar.gov