Real ChatGPT answer · index seedLxdR2XnlRwEcompleteTelecom and utilities · energy efficiencycomparison

Compare the annualized energy savings of installing a radiant barrier in the attic versus upgrading roof deck insulation in a hot humid climate.

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

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the annualized energy savings of installing a radiant barrier in the attic versus upgrading roof deck insulation in a hot humid climate.
2 real searches · 1 real-search pass
radiant barrier annual cooling energy savings hot humid climate attic DOE Florida study roof insulation savings comparisonGoogle ↗
OBSERVEDComparison
DOE radiant barriers cooling energy savings 5% 10% hot climates attic insulation roof deckGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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 annual cooling energy savings hot humid climate attic DOE Florida study roof insulation savings comparison Google ↗
DOE radiant barriers cooling energy savings 5% 10% hot climates attic insulation roof deck Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
radiant barrier annual cooling energy savings hot humid climate attic DOE Florida study roof insulation savings comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
DOE radiant barriers cooling energy savings 5% 10% hot climates attic insulation roof deck
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1