Real ChatGPT answer · index seedWdEXziAnJUocompleteTelecom and utilities · energy efficiencycommercial

What is the payback period for replacing old single pane windows with cheap double pane vinyl windows in a 1970s ranch house?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the payback period for replacing old single pane windows with cheap double pane vinyl windows in a 1970s ranch house?
2 real searches · 1 real-search pass
energy savings replace single pane windows with double pane windows payback period cost savings DOE ENERGY STARGoogle ↗
OBSERVEDConsequence
Virginia residential window replacement single pane double pane energy savings estimatesGoogle ↗
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 / navigationalComparison50%Consequence50%ReasonDefinitionInstructionYes / 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 savings replace single pane windows with double pane windows payback period cost savings DOE ENERGY STAR Google ↗
Virginia residential window replacement single pane double pane energy savings estimates Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
energy savings replace single pane windows with double pane windows payback period cost savings DOE ENERGY STAR
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Virginia residential window replacement single pane double pane energy savings estimates
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1