Real ChatGPT answer · index seedrvMFWdQwWmgcompleteTelecom and utilities · energy efficiencycommercial

Can you find me consumer reviews comparing the energy efficiency ratings of double pane windows for older homes in cold climates?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you find me consumer reviews comparing the energy efficiency ratings of double pane windows for older homes in cold climates?
1 real search · 1 real-search pass
consumer reviews compare double pane replacement windows cold climate U-factor older homes Andersen Pella Marvin Jeld-WenGoogle ↗
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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
consumer reviews compare double pane replacement windows cold climate U-factor older homes Andersen Pella Marvin Jeld-Wen Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
consumer reviews compare double pane replacement windows cold climate U-factor older homes Andersen Pella Marvin Jeld-Wen
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1