Real ChatGPT answer · index seedXjLMXVXG3xocompleteTelecom and utilities · energy efficiencyinformational

What are the signs that my current attic insulation has degraded to the point where replacement is mandatory for lowering bills?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the signs that my current attic insulation has degraded to the point where replacement is mandatory for lowering bills?
2 real searches · 1 real-search pass
site:energy.gov attic insulation existing insulation add more air sealing R-value recommendations Texas climate zone 3Google ↗
OBSERVEDOther / navigational
site:energystar.gov attic insulation signs add insulation air sealing R-value attic inspectionGoogle ↗
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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
site:energy.gov attic insulation existing insulation add more air sealing R-value recommendations Texas climate zone 3 Google ↗
site:energystar.gov attic insulation signs add insulation air sealing R-value attic inspection Google ↗
  1. Adding Attic Insulation · energystar.gov
  2. Well-Insulated and Sealed Attic · energystar.gov
  3. Air Sealing Existing Attics · bsesc.energy.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
site:energy.gov attic insulation existing insulation add more air sealing R-value recommendations Texas climate zone 3
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
site:energystar.gov attic insulation signs add insulation air sealing R-value attic inspection
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1