Real ChatGPT answer · index seedXixxqgg34SQcompleteTelecom and utilities · energy efficiencycomparison

Is cellulose insulation actually better than fiberglass batts for a drafty attic in a house with kids

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is cellulose insulation actually better than fiberglass batts for a drafty attic in a house with kids
1 real search · 1 real-search pass
cellulose vs fiberglass attic insulation air sealing air movement R value fire retardant safety official DOE ENERGY STARGoogle ↗
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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
cellulose vs fiberglass attic insulation air sealing air movement R value fire retardant safety official DOE ENERGY STAR Google ↗
  1. Choosing the Appropriate Insulation Type · energystar.gov
  2. Insulation Types · insulationinstitute.org
  3. Home Energy: Insulation · extension.umd.edu
  4. Well-Insulated and Sealed Attic · energystar.gov
  5. Attic Air Sealing and Insulation · basc.pnnl.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
cellulose vs fiberglass attic insulation air sealing air movement R value fire retardant safety official DOE ENERGY STAR
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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