Real ChatGPT answer · index seed6yslEiTXx4gcompleteHome services and improvement · roofingcommercial
Which is a more cost-effective investment for a starter home, upgrading roof insulation or installing higher-grade asphalt shingles?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which is a more cost-effective investment for a starter home, upgrading roof insulation or installing higher-grade asphalt shingles?
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
Dallas Texas attic insulation energy savings air conditioning roof insulation guidance Google ↗
asphalt shingle grades impact resistance warranty lifespan cost upgrade value homeowner Google ↗
- 2024 Insulation Factsheet.pdf · energystar.gov
- Building America Best Practices Series: Volume 12. Energy Renovations-Insulation: A Guide for Contractors to Share With Homeowners · energy.gov
- How to Shop for Roofing Shingles · consumerreports.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Dallas Texas attic insulation energy savings air conditioning roof insulation guidance OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
asphalt shingle grades impact resistance warranty lifespan cost upgrade value homeowner OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |