Real ChatGPT answer · index seedziApJsdQDRMcompleteTelecom and utilities · energy efficiencyinformational

We are thinking about buying Low-E double pane windows for our drafty bedrooms, but are they really worth the high installation cost in terms of energy savings?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We are thinking about buying Low-E double pane windows for our drafty bedrooms, but are they really worth the high installation cost in terms of energy savings?
2 real searches · 1 real-search pass
ENERGY STAR replacement windows energy savings low-e double pane payback existing windows air sealing California climate zone HemetGoogle ↗
OBSERVEDOther / navigational
California Energy Commission window replacement energy efficiency air leakage weatherization low-e windows savingsGoogle ↗
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 (2)
Short factOther / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

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
ENERGY STAR replacement windows energy savings low-e double pane payback existing windows air sealing California climate zone Hemet Google ↗
California Energy Commission window replacement energy efficiency air leakage weatherization low-e windows savings Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
ENERGY STAR replacement windows energy savings low-e double pane payback existing windows air sealing California climate zone Hemet
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
California Energy Commission window replacement energy efficiency air leakage weatherization low-e windows savings
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1