Real ChatGPT answer · index seed9Fy7GXlKhwYcompleteTelecom and utilities · energy efficiencycommercial

We are replacing all our windows this year so can you compare Low-E double pane options from Pella and Andersen for overall energy savings?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We are replacing all our windows this year so can you compare Low-E double pane options from Pella and Andersen for overall energy savings?
1 real search · 1 real-search pass
Pella Andersen Low-E double pane windows compare U-factor SHGC glass options officialGoogle ↗
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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
Pella Andersen Low-E double pane windows compare U-factor SHGC glass options official Google ↗
  1. Pella Architectural Design Manual · media.pella.com
  2. A-SERIES PRODUCT PERFORMANCE · andersenwindows.com
  3. Window Glass Features & Options · pella.com
  4. Glass Options · andersenwindows.com
  5. Window Types and Technologies · energy.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Pella Andersen Low-E double pane windows compare U-factor SHGC glass options official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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