Real ChatGPT answer · index seedt39FBVpmchMcompleteHome services and improvement · HVACbrand

What factors contribute the most to the total installed cost of a geothermal heat pump system versus a traditional air-source setup in a cold climate zone?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What factors contribute the most to the total installed cost of a geothermal heat pump system versus a traditional air-source setup in a cold climate zone?
2 real searches · 1 real-search pass
geothermal vs air source heat pump installed cost ground loop drilling cost cold climate DOE Energy SaverGoogle ↗
OBSERVEDComparison
air source heat pumps cold climates installation costs geothermal ground source heat pump costs NRELGoogle ↗
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 (2)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
geothermal vs air source heat pump installed cost ground loop drilling cost cold climate DOE Energy Saver Google ↗
air source heat pumps cold climates installation costs geothermal ground source heat pump costs NREL Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
geothermal vs air source heat pump installed cost ground loop drilling cost cold climate DOE Energy Saver
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
air source heat pumps cold climates installation costs geothermal ground source heat pump costs NREL
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1