Real ChatGPT answer · index seedrNrhi7BFnFAcompleteHome services and improvement · roofingcomparison
Is investing in a metal roof installation a smart financial move for someone on a budget who plans to stay in their home for the next thirty years?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is investing in a metal roof installation a smart financial move for someone on a budget who plans to stay in their home for the next thirty years?
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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
metal roof vs asphalt shingles cost lifespan 30 year lifecycle cost reputable source 2025 Google ↗
metal roofing cost per square foot asphalt shingles lifespan energy savings insurance reputable source Google ↗
- Cost-Reduction Roadmap for · nrel.gov
- 4/ Expected Life Span · assets.cmhc-schl.gc.ca
- Metal Roof vs. Asphalt Shingles: Cost, Lifespan and Installation · nerdwallet.com
- Roofing Buying Guide · consumerreports.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
metal roof vs asphalt shingles cost lifespan 30 year lifecycle cost reputable source 2025 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
metal roofing cost per square foot asphalt shingles lifespan energy savings insurance reputable source OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |