What is the average lifespan of architectural shingles in the humid climate of southern Louisiana and when should I plan for replacement
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the average lifespan of architectural shingles in the humid climate of southern Louisiana and when should I plan for replacement
1 real search · 1 real-search pass
architectural asphalt shingles lifespan humid hot climate Louisiana algae wind hail roof replacement signs manufacturer warranty actual lifespanGoogle ↗
OBSERVEDReason
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
architectural asphalt shingles lifespan humid hot climate Louisiana algae wind hail roof replacement signs manufacturer warranty actual lifespan Google ↗
- How Long Does a Roof Last in Louisiana? · ralphsroofing.com
- How Long Does a Roof Last in Metairie, LA? · olympianroof.com
- Asphalt Shingle Lifespan in New Orleans · bigeasyroofing.com
- How Long Do Asphalt Shingles Last in Louisiana’s Climate? · roofnola.com
- How Long Does a Roof Last in Louisiana? Lifespans by Roofing Material · vandvroofing.com
- Do 30-Year Shingles Last 30 Years in Louisiana? · deltacatroofing.com
- Roof Inspection Services in Baton Rouge & Across Southeast Louisiana - Free Residential & Commercial Roof Assessments Near Me · rysonroofing.com