Real ChatGPT answer · index seedLKDDbXxFkl8completeTelecom and utilities · energy efficiencycomparison
Looking at Lowe s double pane options versus Ply Gem for a small house renovation project on a tight recent grad budget to lower utility costs.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking at Lowe s double pane options versus Ply Gem for a small house renovation project on a tight recent grad budget to lower utility costs.
1 real search · 1 real-search pass
Lowe's double pane vinyl window options Ply Gem comparison U-factor warranty installation 2026Google ↗
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).
Searches and sources
ChatGPT1 real searches · gpt-6
Lowe's double pane vinyl window options Ply Gem comparison U-factor warranty installation 2026 Google ↗
- View product · homedepot.com