Real ChatGPT answer · index seedj1DYgFB5VX8completeFinance and banking · budgeting and savingcomparison

Contrast the utility bill savings of attic insulation upgrades versus triple-pane window replacements in a drafty nineteen-seventies home located in the Northeast.

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Contrast the utility bill savings of attic insulation upgrades versus triple-pane window replacements in a drafty nineteen-seventies home located in the Northeast.
2 real searches · 1 real-search pass
DOE ENERGY STAR attic insulation savings heating cooling energy bills windows replacement triple pane energy savings Northeast homeGoogle ↗
OBSERVED
ENERGY STAR window replacement savings 2025 northern climate triple pane windows annual energy bill savingsGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
DOE ENERGY STAR attic insulation savings heating cooling energy bills windows replacement triple pane energy savings Northeast home Google ↗
ENERGY STAR window replacement savings 2025 northern climate triple pane windows annual energy bill savings Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
DOE ENERGY STAR attic insulation savings heating cooling energy bills windows replacement triple pane energy savings Northeast home
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
ENERGY STAR window replacement savings 2025 northern climate triple pane windows annual energy bill savings
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1