Real ChatGPT answer · index seedDE3Io6iEXGwcompleteHome services and improvement · contractors and remodelingcommercial
What is the average window replacement cost estimator for a standard two-story suburban house, and which brands offer the best energy efficiency for families?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the average window replacement cost estimator for a standard two-story suburban house, and which brands offer the best energy efficiency for families?
1 real search · 1 real-search pass
2026 average cost to replace windows per window installed whole house 15 20 windows US; best energy efficient replacement window brands ENERGY STAR NFRC U-factor Michigan cold climateGoogle ↗
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 average cost to replace windows per window installed whole house 15 20 windows US; best energy efficient replacement window brands ENERGY STAR NFRC U-factor Michigan cold climate Google ↗
- Window Replacement Cost [2026 Data] · angi.com
- Windows Survey Results (2026) · thisoldhouse.com
- Andersen Windows · andersenwindows.com
- Pella Windows · pella.com
- Marvin Windows · marvin.com
- Milgard Windows · milgard.com
- Simonton Windows · simonton.com
- High Performing Windows or Storm Windows · energystar.gov
- Windows, Doors & Skylights Results · energystar.gov
- Best Window Replacement Brands: Our Picks and Expert Advice (2026) · thisoldhouse.com
Queries
1 queries · click a column to sort