Real ChatGPT answer · index seedxwuL61DRDWwcompleteHome services and improvement · HVACcomparison

Should we hire a specialized commercial HVAC contractor or stick with a local general handyman service to overhaul our entire ductwork system this spring

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Should we hire a specialized commercial HVAC contractor or stick with a local general handyman service to overhaul our entire ductwork system this spring
2 real searches · 1 real-search pass
Arizona Registrar of Contractors HVAC ductwork contractor licensing requirements commercial HVAC duct installation PhoenixGoogle ↗
OBSERVED
ENERGY STAR duct sealing duct insulation airflow testing professional HVAC contractor ductworkGoogle ↗
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
Arizona Registrar of Contractors HVAC ductwork contractor licensing requirements commercial HVAC duct installation Phoenix Google ↗
ENERGY STAR duct sealing duct insulation airflow testing professional HVAC contractor ductwork Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Arizona Registrar of Contractors HVAC ductwork contractor licensing requirements commercial HVAC duct installation Phoenix
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
ENERGY STAR duct sealing duct insulation airflow testing professional HVAC contractor ductwork
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1