Real ChatGPT answer · index seedJ27sES0nmOMcompleteHome services and improvement · roofingcomparison
how much money will I save on heating over five years by upgrading attic ventilation and insulation versus doing nothing
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
how much money will I save on heating over five years by upgrading attic ventilation and insulation versus doing nothing
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 heating cooling energy savings estimates Virginia climate zone 4 Google ↗
Virginia residential natural gas electricity average prices 2026 EIA Google ↗
- Methodology for Estimated Energy Savings · energystar.gov
- Rule Your Attic! For Comfort and Savings · 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 heating cooling energy savings estimates Virginia climate zone 4 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Virginia residential natural gas electricity average prices 2026 EIA OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |