Real ChatGPT answer · index seedDOl4GywzvnwcompleteTelecom and utilities · energy efficiencycomparison

We got a quote for a vertical loop geothermal system. Is it significantly better than just upgrading our aging heat pump to the newest SEER rated model on the market?

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

The searches the AI actually ran for this prompt.

SEED QUERY
We got a quote for a vertical loop geothermal system. Is it significantly better than just upgrading our aging heat pump to the newest SEER rated model on the market?
2 real searches · 1 real-search pass
DOE Energy Saver geothermal heat pumps efficiency costs ground source heat pump compared air source heat pumpGoogle ↗
OBSERVEDComparison
North Texas residential geothermal heat pump operating cost efficiency vertical loop incentives Texas 2026 SEER2 comparisonGoogle ↗
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).

Searches and sources

ChatGPT2 real searches · gpt-6
DOE Energy Saver geothermal heat pumps efficiency costs ground source heat pump compared air source heat pump Google ↗
North Texas residential geothermal heat pump operating cost efficiency vertical loop incentives Texas 2026 SEER2 comparison Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
DOE Energy Saver geothermal heat pumps efficiency costs ground source heat pump compared air source heat pump
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
North Texas residential geothermal heat pump operating cost efficiency vertical loop incentives Texas 2026 SEER2 comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1