Real ChatGPT answer · index seedjVAzRg7A5WIcompleteTelecom and utilities · energy efficiencyhowto

What is the average payback period for upgrading an older commercial building with double pane low e windows

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the average payback period for upgrading an older commercial building with double pane low e windows
2 real searches · 1 real-search pass
commercial building window retrofit low-e double pane payback period energy savings cost studyGoogle ↗
OBSERVEDReason
commercial window replacement energy savings payback low-e glazing retrofit studyGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
commercial building window retrofit low-e double pane payback period energy savings cost study Google ↗
commercial window replacement energy savings payback low-e glazing retrofit study Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
commercial building window retrofit low-e double pane payback period energy savings cost study
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
commercial window replacement energy savings payback low-e glazing retrofit study
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1