Real ChatGPT answer · index seedMvUl4L5ikc4completeHome services and improvement · contractors and remodelingcomparison
Compare the pricing and durability of Pella wood replacement windows versus vinyl windows for an older suburban home.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare the pricing and durability of Pella wood replacement windows versus vinyl windows for an older suburban home.
1 real search · 1 real-search pass
2026 Pella wood replacement windows vs vinyl windows installed cost durability maintenance warranty 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
2026 Pella wood replacement windows vs vinyl windows installed cost durability maintenance warranty comparison Google ↗
- Wood vs. Vinyl Windows: What’s the Difference? · thisoldhouse.com
- Wood vs. Vinyl Windows: Cost, Pros & Cons (2026) · homeguide.com
- Replacement Window Cost by Material: Vinyl vs. Fiberglass vs. Wood · pella.com
- Replacement Window Cost in 2026: Real Prices, Examples & What Impacts Cost · pella.com
- Pella official warranty information · pella.com