Real ChatGPT answer · index seedrtKaAFbOeascompleteTelecom and utilities · energy efficiencyhowto

What is the exact formula or method to calculate whether adding more blown in insulation to our 1980s colonial house will actually pay for itself within five years?

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 exact formula or method to calculate whether adding more blown in insulation to our 1980s colonial house will actually pay for itself within five years?
2 real searches · 1 real-search pass
DOE attic insulation energy savings R-value air sealing existing insulation home energy savings calculation 1980s houseGoogle ↗
OBSERVEDReason
ENERGY STAR attic insulation recommended R value climate zone Chicago Illinois attic insulationGoogle ↗
OBSERVEDOther / navigational

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 / navigational50%ComparisonConsequenceReason50%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
DOE attic insulation energy savings R-value air sealing existing insulation home energy savings calculation 1980s house Google ↗
ENERGY STAR attic insulation recommended R value climate zone Chicago Illinois attic insulation Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
DOE attic insulation energy savings R-value air sealing existing insulation home energy savings calculation 1980s house
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
ENERGY STAR attic insulation recommended R value climate zone Chicago Illinois attic insulation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1