Real ChatGPT answer · index seedxxKpaZgzQy0completeHome services and improvement · roofingcommercial

What is the cost benefit ratio of adding proper attic ventilation and insulation to an older commercial workshop

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the cost benefit ratio of adding proper attic ventilation and insulation to an older commercial workshop
2 real searches · 1 real-search pass
commercial building attic insulation energy savings payback ventilation DOE existing buildingsGoogle ↗
OBSERVED
North Carolina commercial building attic insulation ventilation moisture climate guidanceGoogle ↗
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
commercial building attic insulation energy savings payback ventilation DOE existing buildings Google ↗
North Carolina commercial building attic insulation ventilation moisture climate guidance Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
commercial building attic insulation energy savings payback ventilation DOE existing buildings
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
North Carolina commercial building attic insulation ventilation moisture climate guidance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1