Real ChatGPT answer · index seedx21ALJzKsh8completeHome services and improvement · contractors and remodelingcomparison

Can you compare Pella fiberglass windows to Andersen composite windows for energy efficiency in a two-story colonial house?

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare Pella fiberglass windows to Andersen composite windows for energy efficiency in a two-story colonial house?
4 real searches · 1 real-search pass
Pella Impervia fiberglass window energy performance NFRC U-factor SHGC air infiltration official specifications Andersen 100 Series Fibrex energy performance NFRC U-factor officialGoogle ↗
OBSERVEDReason
site:pella.com Impervia windows performance U-factor NFRC fiberglass specificationsGoogle ↗
OBSERVEDOther / navigational
site:andersenwindows.com 100 Series Fibrex windows NFRC U-factor performance specificationsGoogle ↗
OBSERVEDOther / navigational
site:energystar.gov windows doors U-factor climate zone New York ENERGY STAR criteriaGoogle ↗
OBSERVEDOther / navigational

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 (4)
Short factOther / navigational75%ComparisonConsequenceReason25%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
Pella Impervia fiberglass window energy performance NFRC U-factor SHGC air infiltration official specifications Andersen 100 Series Fibrex energy performance NFRC U-factor official Google ↗
site:pella.com Impervia windows performance U-factor NFRC fiberglass specifications Google ↗
site:andersenwindows.com 100 Series Fibrex windows NFRC U-factor performance specifications Google ↗
site:energystar.gov windows doors U-factor climate zone New York ENERGY STAR criteria Google ↗
  1. 100 Series Windows & Doors · aw930cdnprdcd.azureedge.net
  2. High Performing Windows or Storm Windows · energystar.gov
  3. Energy Efficient Windows · andersenwindows.com
  4. Pella Performance Information · pella.com

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Pella Impervia fiberglass window energy performance NFRC U-factor SHGC air infiltration official specifications Andersen 100 Series Fibrex energy performance NFRC U-factor official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
site:pella.com Impervia windows performance U-factor NFRC fiberglass specifications
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
site:andersenwindows.com 100 Series Fibrex windows NFRC U-factor performance specifications
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
site:energystar.gov windows doors U-factor climate zone New York ENERGY STAR criteria
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1