Real ChatGPT answer · index seedxj5WPpxrMz0completeHome services and improvement · roofingcommercial

Can a standard ridge vent installation improve energy efficiency in my company office building

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can a standard ridge vent installation improve energy efficiency in my company office building
1 real search · 1 real-search pass
commercial building ridge vent energy efficiency passive attic ventilation building science guidanceGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / 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
commercial building ridge vent energy efficiency passive attic ventilation building science guidance Google ↗
  1. Vented versus Unvented Attic · basc.pnnl.gov
  2. Installing Attic Ventilation · asphaltroofing.org
  3. Attic Ventilation Fans · basc.pnnl.gov
  4. Chapter 3 · energy.ca.gov
  5. Reference Appendices for the 2022 Building Energy Efficiency Standards · energy.ca.gov
  6. VENTILATION · planning.dc.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
commercial building ridge vent energy efficiency passive attic ventilation building science guidance
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1