Real ChatGPT answer · index seedH9p2xNdB7docompleteTelecom and utilities · energy efficiencycommercial
What are the best double pane window ratings for keeping a drafty 1970s ranch house warm during a chilly New England winter?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best double pane window ratings for keeping a drafty 1970s ranch house warm during a chilly New England winter?
1 real search · 1 real-search pass
NFRC window ratings U-factor air leakage SHGC cold climate New England ENERGY STAR 2025Google ↗
OBSERVEDReason
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
NFRC window ratings U-factor air leakage SHGC cold climate New England ENERGY STAR 2025 Google ↗
- High Performing Windows or Storm Windows · energystar.gov
- ENERGY STAR Residential Windows, Doors, and Skylights Version 7.0 Specification · energystar.gov
- Purchasing Energy-Efficient Residential Windows, Doors, and Skylights · energy.gov
- Independently Tested and Certified Energy Performance · energystar.gov
- Residential Windows, Doors, & Skylights · energystar.gov