Real ChatGPT answer · index seedco2ZxGIRY3McompleteHome services and improvement · HVACcommercial

My neighbor recommended a local contractor for a new HVAC system but I want to check recent customer reviews and complaints online first

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
My neighbor recommended a local contractor for a new HVAC system but I want to check recent customer reviews and complaints online first
3 real searches · 1 real-search pass
recent customer reviews complaints HVAC contractors Fort Worth Texas 2026 BBB licensing installationGoogle ↗
OBSERVED
HVAC installation contractorsGoogle ↗
OBSERVED
air conditioning contractorsGoogle ↗
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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
recent customer reviews complaints HVAC contractors Fort Worth Texas 2026 BBB licensing installation Google ↗
HVAC installation contractors Google ↗
air conditioning contractors Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
recent customer reviews complaints HVAC contractors Fort Worth Texas 2026 BBB licensing installation
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
HVAC installation contractors
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
air conditioning contractors
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1