Real ChatGPT answer · index seed7tK4PR91WoEcompleteHome services and improvement · roofingcomparison

How much money will I actually save on my energy bill by upgrading from R-19 to R-38 attic insulation during a scheduled roof renovation

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How much money will I actually save on my energy bill by upgrading from R-19 to R-38 attic insulation during a scheduled roof renovation
2 real searches · 1 real-search pass
Florida attic insulation R-19 to R-38 energy savings Lakeland Florida DOE recommended attic insulation R valueGoogle ↗
OBSERVED
ENERGY STAR attic insulation savings cooling climate zone 2 Florida R-38 R-49Google ↗
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
Florida attic insulation R-19 to R-38 energy savings Lakeland Florida DOE recommended attic insulation R value Google ↗
ENERGY STAR attic insulation savings cooling climate zone 2 Florida R-38 R-49 Google ↗
  1. Insulation · myfloridahomeenergy.com
  2. Whole-House Improvements · myfloridahomeenergy.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Florida attic insulation R-19 to R-38 energy savings Lakeland Florida DOE recommended attic insulation R value
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
ENERGY STAR attic insulation savings cooling climate zone 2 Florida R-38 R-49
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1