Real ChatGPT answer · index seedFy4K7BsQueIcompleteTelecom and utilities · energy efficiencycommercial
Is it worth upgrading my thirty year old fiberglass attic insulation to cellulose or spray foam for better energy savings?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it worth upgrading my thirty year old fiberglass attic insulation to cellulose or spray foam for better energy savings?
2 real searches · 1 real-search pass
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)
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
U.S. Department of Energy attic insulation air sealing cellulose spray foam retrofit recommendations R-value climate zone 4 New York Google ↗
ENERGY STAR attic insulation air sealing add insulation over existing fiberglass cellulose guidance Google ↗
- Adding Attic Insulation · energystar.gov
- Well-Insulated and Sealed Attic · energystar.gov
- Blown Insulation in Existing Attics · bsesc.energy.gov
- Attic Insulation Project · energystar.gov
- Air Sealing Existing Attics · bsesc.energy.gov
- What to Look For: DIY Checks and Inspections · energystar.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
U.S. Department of Energy attic insulation air sealing cellulose spray foam retrofit recommendations R-value climate zone 4 New York OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
ENERGY STAR attic insulation air sealing add insulation over existing fiberglass cellulose guidance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |