Real ChatGPT answer · index seedzKI6L4UWrRMcompleteHome services and improvementbrand
How much more expensive are Pella fiberglass windows compared to their vinyl options for a whole house upgrade?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much more expensive are Pella fiberglass windows compared to their vinyl options for a whole house upgrade?
1 real search · 1 real-search pass
Pella fiberglass Impervia vs vinyl window cost per window installed 2026 whole house price comparisonGoogle ↗
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
Pella fiberglass Impervia vs vinyl window cost per window installed 2026 whole house price comparison Google ↗
3 cited sources
- Replacement Window Cost in 2026: Real Prices, Examples & What Impacts Cost · www.pella.com
- Replacement Window Cost by Material: Vinyl vs. Fiberglass vs. Wood · www.pella.com
- Cost to Replace Windows in a House · www.pella.com