Real ChatGPT answer · index seedvbmXokW3cUgcompleteTelecom and utilities · energy efficiencyinformational

What is the impact of radiant barrier foil installation on attic temperature profiles when used in conjunction with high-R-value loose-fill insulation?

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 impact of radiant barrier foil installation on attic temperature profiles when used in conjunction with high-R-value loose-fill insulation?
2 real searches · 1 real-search pass
radiant barrier attic loose fill insulation attic temperature reduction DOE study temperature profilesGoogle ↗
OBSERVEDReason
radiant barriers attic insulation low emissivity installation performance ventilation dust loose fill insulationGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequenceReason100%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
radiant barrier attic loose fill insulation attic temperature reduction DOE study temperature profiles Google ↗
radiant barriers attic insulation low emissivity installation performance ventilation dust loose fill insulation Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
radiant barrier attic loose fill insulation attic temperature reduction DOE study temperature profiles
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
radiant barriers attic insulation low emissivity installation performance ventilation dust loose fill insulation
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1