Real ChatGPT answer · index seedz05aWnu9iQ8completeHome services and improvement · contractors and remodelinginformational
What insulated siding replacement options offer the highest R value for heating savings this winter
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The searches the AI actually ran for this prompt.
SEED QUERY
What insulated siding replacement options offer the highest R value for heating savings this winter
1 real search · 1 real-search pass
insulated siding R value comparison EPS foam backed vinyl siding R-2 R-5 exterior continuous insulation energy savingsGoogle ↗
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).
Searches and sources
ChatGPT1 real searches · gpt-6
insulated siding R value comparison EPS foam backed vinyl siding R-2 R-5 exterior continuous insulation energy savings Google ↗
- Vinyl Siding with Integrated Rigid Foam for Existing Walls · basc.pnnl.gov
- BUILDING TECHNOLOGIES PROGRAM · energy.gov
- Construction Guide: Next Generation High Peformance Walls - Climate Zones 3-5 Part 2: 2X4 Walls · www1.eere.energy.gov
- Building America Best Practices Series: Volume 12. Energy Renovations-Insulation: A Guide for Contractors to Share With Homeowners · energy.gov