Real ChatGPT answer · index seedqeQrdel18q0completeTelecom and utilities · energy efficiencyinformational

What is the typical payback period for replacing single pane glass with Low E double pane windows in a mixed humid climate zone?

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 typical payback period for replacing single pane glass with Low E double pane windows in a mixed humid climate zone?
2 real searches · 1 real-search pass
energy savings payback replacing single pane windows with low-e double pane windows mixed humid climate zone 4A studyGoogle ↗
OBSERVEDReason
DOE Energy Saver replacement windows payback single pane low-e double pane cost 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 / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / 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 payback replacing single pane windows with low-e double pane windows mixed humid climate zone 4A study Google ↗
DOE Energy Saver replacement windows payback single pane low-e double pane cost savings Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
energy savings payback replacing single pane windows with low-e double pane windows mixed humid climate zone 4A study
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
DOE Energy Saver replacement windows payback single pane low-e double pane cost savings
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1