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?

ChatGPTgpt-62 queries11/1/2026
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
Marvin windows fiberglass Ultrex wood clad vinyl comparison U-factor air leakage cold climate official specificationsGoogle ↗
OBSERVED
ENERGY STAR residential windows U-factor cold climate requirements NFRC U-factor air leakage explanationGoogle ↗
OBSERVED

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 ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓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