Real ChatGPT answer · index seedC8Ix8QQy7M0completeHome services and improvement · roofingcomparison
Which provides better return on investment for a first time homebuyer, upgrading attic ventilation and insulation or getting a brand new architectural shingle roof
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which provides better return on investment for a first time homebuyer, upgrading attic ventilation and insulation or getting a brand new architectural shingle roof
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
2025 Cost vs Value report asphalt shingle roof replacement attic insulation ROI 2025 Remodeling magazine Google ↗
ENERGY STAR attic insulation air sealing ventilation homeowner energy savings northern Virginia climate zone Google ↗
- CVV Projects · jlconline.com
- Methodology for Estimated Energy Savings · energystar.gov
- Assess the Level of Opportunity · energystar.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 Cost vs Value report asphalt shingle roof replacement attic insulation ROI 2025 Remodeling magazine OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
ENERGY STAR attic insulation air sealing ventilation homeowner energy savings northern Virginia climate zone OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |