Real ChatGPT answer · index seedCjJxTlKxaK4completeHome services and improvement · roofinginformational
Is it better to layer new shingles directly over our old ones to save money or is a complete tear off mandatory for proper long term durability?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it better to layer new shingles directly over our old ones to save money or is a complete tear off mandatory for proper long term durability?
1 real search · 1 real-search pass
roof shingle overlay versus tear off drawbacks inspect decking manufacturer recommendations building code maximum layersGoogle ↗
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 (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
roof shingle overlay versus tear off drawbacks inspect decking manufacturer recommendations building code maximum layers Google ↗
- Asphalt Shingle Reroofing: Replacement vs. Recover · asphaltroofing.org
- Guidelines for asphalt shingle roofing · independencemo.gov
- SHAKOPEE Asphalt Shingle Roofing OVERLAY or TEAR · cms2.revize.com