Real ChatGPT answer · index seeduf96KK55Kn4completeHome services and improvement · roofinginformational
We are trying to decide between asphalt shingles and a metal roof for our family home considering our budget and local weather
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We are trying to decide between asphalt shingles and a metal roof for our family home considering our budget and local weather
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
Philadelphia Pennsylvania climate freeze thaw snow wind roofing asphalt shingles metal roof durability local climate Google ↗
2026 asphalt shingle roof cost vs standing seam metal roof cost per square foot Pennsylvania lifespan maintenance Google ↗
- Metal Roof vs. Asphalt Shingles: Cost, Lifespan and Installation · nerdwallet.com
- Best Roofing Materials for Pennsylvania 2026 · roofvista.com
- Roof Replacement Cost in Pennsylvania (2026): $13,000–$22,750 · myroofdata.com
- City of Philadelphia Hazard Mitigation Plan · phila.gov
- Roof Replacement Cost in Delaware County & Main Line PA · justimprovements.com
- Roof Replacement Cost in Pennsylvania (2026): $12K–$23K · roofcostindex.com
- Residential Roofing Pricing | Joyland Roofing · joylandroofing.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Philadelphia Pennsylvania climate freeze thaw snow wind roofing asphalt shingles metal roof durability local climate OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
2026 asphalt shingle roof cost vs standing seam metal roof cost per square foot Pennsylvania lifespan maintenance OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |