Real ChatGPT answer · index seedHT9mi6EYThUcompleteTelecom and utilities · energy efficiencycomparison

Between Lowe s and Champion, which double pane windows offer better energy efficiency ratings for an urgent whole house install?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Between Lowe s and Champion, which double pane windows offer better energy efficiency ratings for an urgent whole house install?
1 real search · 1 real-search pass
Lowe's window installation replacement windows NFRC ratings ENERGY STAR Champion Windows energy efficiency NFRC ratings Texas whole house installationGoogle ↗
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). 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
Lowe's window installation replacement windows NFRC ratings ENERGY STAR Champion Windows energy efficiency NFRC ratings Texas whole house installation Google ↗
  1. What makes it ENERGY STAR? · energystar.gov
  2. Residential Windows, Doors, & Skylights · energystar.gov
  3. nfrc.org · nfrc.org
  4. FAQ · nfrc.org
  5. Choosing Replacement Windows · consumerreports.org
  6. High Performing Windows or Storm Windows · energystar.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Lowe's window installation replacement windows NFRC ratings ENERGY STAR Champion Windows energy efficiency NFRC ratings Texas whole house installation
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1