Real ChatGPT answer · index seedkTJtblKqJVUcompleteHome services and improvement · roofingcomparison
Is asphalt versus metal roof a better long term investment for someone who just bought their first fixer upper house on a tight budget?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is asphalt versus metal roof a better long term investment for someone who just bought their first fixer upper house on a tight budget?
3 real searches · 1 real-search pass
asphalt shingles vs metal roofing cost lifespan Louisiana climate 2026 homeowner guidanceGoogle ↗
OBSERVEDComparison
Louisiana roof wind resistance code asphalt shingles metal roofing hail insurance homeownerGoogle ↗
OBSERVEDReason
asphalt shingle roof lifespan 20 30 years metal roof lifespan 40 70 years cost comparison 2026 Louisiana climate wind hail roofing guidanceGoogle ↗
OBSERVEDComparison
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 (3)
Classes come from the query-classifier (a local Laya model). 1 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
asphalt shingles vs metal roofing cost lifespan Louisiana climate 2026 homeowner guidance Google ↗
Louisiana roof wind resistance code asphalt shingles metal roofing hail insurance homeowner Google ↗
asphalt shingle roof lifespan 20 30 years metal roof lifespan 40 70 years cost comparison 2026 Louisiana climate wind hail roofing guidance Google ↗
- Roof performance is based on where the home is located and the perils that impact it. For example, an asphalt shingle roof even after 8-10 years becomes very vulnerable to severe winds from hurricanes or severe thunderstorms. A standing seam metal roof is one of the most resilient roofs to severe weather such as hurricanes and thunderstorms. But proper installation is crucial to its life expectancy. A good product installed incorrectly will not perform as the manufacturer has intended. · iii.org
- Metal Roof vs. Asphalt Shingles: Cost, Lifespan and Installation · nerdwallet.com
- Roofing Materials Guide | Shingle vs Metal vs FORTIFIED | Louisiana · cajunhomeservices.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
asphalt shingles vs metal roofing cost lifespan Louisiana climate 2026 homeowner guidance OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Louisiana roof wind resistance code asphalt shingles metal roofing hail insurance homeowner OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
asphalt shingle roof lifespan 20 30 years metal roof lifespan 40 70 years cost comparison 2026 Louisiana climate wind hail roofing guidance OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |