Real ChatGPT answer · index seedU19x4aznyhgcompleteHome services and improvement · HVACcomparison

Between getting multiple quotes on yelp versus asking neighbors on reddit, what is the best way to find an honest hvac tech in this city?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Between getting multiple quotes on yelp versus asking neighbors on reddit, what is the best way to find an honest hvac tech in this city?
1 real search · 1 real-search pass
Leming Texas HVAC contractor recommendations reviews licensing Texas HVAC contractor license lookupGoogle ↗
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 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
Leming Texas HVAC contractor recommendations reviews licensing Texas HVAC contractor license lookup Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Leming Texas HVAC contractor recommendations reviews licensing Texas HVAC contractor license lookup
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1