Real ChatGPT answer · index seedeyEpQxdg3yUcompleteTelecom and utilities · energy efficiencycomparison

What is the payback period difference when updating our 1970s attic fiberglass insulation compared to upgrading our windows, since we can only afford one big project right now?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the payback period difference when updating our 1970s attic fiberglass insulation compared to upgrading our windows, since we can only afford one big project right now?
2 real searches · 1 real-search pass
Dallas Texas attic insulation upgrade energy savings payback period replacement windows payback comparison DOE ENERGY STARGoogle ↗
OBSERVEDComparison
ENERGY STAR replacement windows savings annual energy costs payback period insulation attic R-value Dallas climate zoneGoogle ↗
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 / navigationalComparison100%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
Dallas Texas attic insulation upgrade energy savings payback period replacement windows payback comparison DOE ENERGY STAR Google ↗
ENERGY STAR replacement windows savings annual energy costs payback period insulation attic R-value Dallas climate zone Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Dallas Texas attic insulation upgrade energy savings payback period replacement windows payback comparison DOE ENERGY STAR
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
ENERGY STAR replacement windows savings annual energy costs payback period insulation attic R-value Dallas climate zone
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1