Real ChatGPT answer · index seedCFdLxvJ6UdgcompleteTelecom and utilities · energy efficiencyinformational

My attic insulation looks ancient and flat, how do I figure out if I need to update it to save on heating and cooling?

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

The searches the AI actually ran for this prompt.

SEED QUERY
My attic insulation looks ancient and flat, how do I figure out if I need to update it to save on heating and cooling?
2 real searches · 1 real-search pass
ENERGY STAR attic insulation recommended R value Virginia climate zone attic air sealing insulation inspectionGoogle ↗
OBSERVEDReason
DOE attic insulation inspect depth air leaks moisture vermiculite asbestos guidanceGoogle ↗
OBSERVEDInstruction

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 / navigationalComparisonConsequenceReason50%DefinitionInstruction50%Yes / 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
ENERGY STAR attic insulation recommended R value Virginia climate zone attic air sealing insulation inspection Google ↗
DOE attic insulation inspect depth air leaks moisture vermiculite asbestos guidance Google ↗
  1. Sealing Air Leaks: Attic · energystar.gov
  2. Getting Started · energystar.gov
  3. Attic Air Sealing and Insulation · basc.pnnl.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
ENERGY STAR attic insulation recommended R value Virginia climate zone attic air sealing insulation inspection
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
DOE attic insulation inspect depth air leaks moisture vermiculite asbestos guidance
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1