Real ChatGPT answer · index seednYRNsMLxmN8completeTelecom and utilities · energy efficiencyinformational
Is updating the attic insulation in a 1970s house actually worth the investment for a family trying to lower monthly bills?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is updating the attic insulation in a 1970s house actually worth the investment for a family trying to lower monthly bills?
3 real searches · 1 real-search pass
U.S. Department of Energy attic insulation air sealing recommended R-value energy savings existing homesGoogle ↗
OBSERVEDConsequence
ENERGY STAR attic insulation air sealing savings home energy billsGoogle ↗
OBSERVEDComparison
California Energy Commission attic insulation climate zone recommendations existing home rebates 2026Google ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
U.S. Department of Energy attic insulation air sealing recommended R-value energy savings existing homes Google ↗
ENERGY STAR attic insulation air sealing savings home energy bills Google ↗
California Energy Commission attic insulation climate zone recommendations existing home rebates 2026 Google ↗
- Air Sealing Existing Attics · bsesc.energy.gov
- Assess the Level of Opportunity · energystar.gov
- Adding Attic Insulation · energystar.gov
- Energy Savings Assistance · cpuc.ca.gov
- Attic Insulation Project · energystar.gov
Queries
3 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 recommended R-value energy savings existing homes OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
ENERGY STAR attic insulation air sealing savings home energy bills OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
California Energy Commission attic insulation climate zone recommendations existing home rebates 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |