Real ChatGPT answer · index seedy1Ta3dx9PHccompleteTelecom and utilities · energy efficiencylocal

Can you find me certified HVAC contractors near Sandy Springs that provide free estimates for geothermal system installations and offer low interest payment plans?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you find me certified HVAC contractors near Sandy Springs that provide free estimates for geothermal system installations and offer low interest payment plans?
1 real search · 1 real-search pass
Sandy Springs Georgia geothermal HVAC installation contractors free estimate financing low interest payment plans certifiedGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / 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
Sandy Springs Georgia geothermal HVAC installation contractors free estimate financing low interest payment plans certified Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Sandy Springs Georgia geothermal HVAC installation contractors free estimate financing low interest payment plans certified
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1