Real ChatGPT answer · index seedMBU1WJjWXTQcompleteHome services and improvement · roofingcommercial
Do metal roofs really lower your summer electric bill enough to justify the higher upfront installation cost compared to asphalt shingles?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Do metal roofs really lower your summer electric bill enough to justify the higher upfront installation cost compared to 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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
cool metal roofing energy savings compared with asphalt shingles cooling energy 5 15 percent DOE Google ↗
metal roof cost compared asphalt shingles installation cost lifespan 2025 2026 Google ↗
- For Home and Building Owners · coolroofs.org
- Cool Roofs · energystar.gov
- Metal Roof vs. Asphalt Shingles: Cost, Lifespan and Installation · nerdwallet.com
- Metal Roof vs. Shingles Cost Comparison (2026) · homeguide.com
- Cool Asphalt Shingles · energy.gov
- Guide to Cool Roofs · energy.gov
- Roof Cost Savings · coolcalifornia.arb.ca.gov
- My Roof Savings · coolcalifornia.arb.ca.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
cool metal roofing energy savings compared with asphalt shingles cooling energy 5 15 percent DOE OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
metal roof cost compared asphalt shingles installation cost lifespan 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |