Real ChatGPT answer · index seedXeYtlxemvUIcompleteHome services and improvement · contractors and remodelingcomparison
Why are Marvin windows so expensive compared to standard vinyl brands and are they really that much better for cold weather?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why are Marvin windows so expensive compared to standard vinyl brands and are they really that much better for cold weather?
2 real searches · 1 real-search pass
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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
Marvin windows fiberglass Ultrex wood clad vinyl comparison U-factor air leakage cold climate official specifications Google ↗
ENERGY STAR residential windows U-factor cold climate requirements NFRC U-factor air leakage explanation Google ↗
- Fiberglass Windows and Doors · qa.marvin.com
- Essential Window and Doors · marvin.com
- WHY MATERIALS MATTER · marvin.com
- High Performing Windows or Storm Windows · energystar.gov
- What makes it ENERGY STAR? · energystar.gov
- Independently Tested and Certified Energy Performance · energystar.gov
- Purchasing Energy-Efficient Residential Windows, Doors, and Skylights · energy.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Marvin windows fiberglass Ultrex wood clad vinyl comparison U-factor air leakage cold climate official specifications OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
ENERGY STAR residential windows U-factor cold climate requirements NFRC U-factor air leakage explanation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |