Real ChatGPT answer · index seedpj9wwPfyxhwcompleteHome services and improvement · contractors and remodelinghowto
Are vinyl windows still the best value according to current window replacement cost estimator data or should I look into fiberglass?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are vinyl windows still the best value according to current window replacement cost estimator data or should I look into fiberglass?
1 real search · 1 real-search pass
2026 window replacement cost estimator vinyl vs fiberglass windows average installed cost per window durability energy efficiencyGoogle ↗
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
2026 window replacement cost estimator vinyl vs fiberglass windows average installed cost per window durability energy efficiency Google ↗
- Replacement Window Cost by Material: Vinyl vs. Fiberglass vs. Wood · pella.com
- Fiberglass vs. Vinyl Windows: Pros, Cons & How To Choose · thisoldhouse.com
- Vinyl vs. Fiberglass Windows: Which Is Better? (2026) · consumeraffairs.com
- Best Window Replacement Brands: Our Picks and Expert Advice (2026) · thisoldhouse.com
- Window Replacement Cost in Virginia (2026) · betterhouse.io