Real ChatGPT answer · index seedoGSB1LyYBSscompleteTelecom and utilities · energy efficiencycomparison
We have a massive old house with terrible insulation. Is cellulose or fiberglass batting better for retrofitting our attic to lower our electric and gas bills this year?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We have a massive old house with terrible insulation. Is cellulose or fiberglass batting better for retrofitting our attic to lower our electric and gas bills this year?
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
attic insulation cellulose vs fiberglass air sealing recommended R-value Michigan climate zone 5 older home ENERGY STAR DOE Google ↗
Michigan attic insulation rebates 2026 utility incentives insulation air sealing Google ↗
- Recommended Home Insulation R–Values · energystar.gov
- What to Look For: DIY Checks and Inspections · energystar.gov
- Blown Insulation in Existing Attics · bsesc.energy.gov
- Attic Air Sealing and Insulation · basc.pnnl.gov
- Attic Insulation Project · energystar.gov
- Methodology for Estimated Energy Savings · energystar.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
attic insulation cellulose vs fiberglass air sealing recommended R-value Michigan climate zone 5 older home ENERGY STAR DOE OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Michigan attic insulation rebates 2026 utility incentives insulation air sealing OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |