Real ChatGPT answer · index seedHwPU72iWIoYcompleteHome services and improvement · contractors and remodelingcomparison

What are the actual efficiency gains of a variable-speed central air conditioning installation versus a standard two-stage system according to recent HVAC field tests?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the actual efficiency gains of a variable-speed central air conditioning installation versus a standard two-stage system according to recent HVAC field tests?
2 real searches · 1 real-search pass
variable speed central air conditioner vs two stage field test measured energy savings HVAC field studyGoogle ↗
OBSERVEDComparison
DOE field study variable capacity heat pump air conditioning field performance two-stage variable speed SEER energy savingsGoogle ↗
OBSERVEDReason

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 / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

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

Searches and sources

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
variable speed central air conditioner vs two stage field test measured energy savings HVAC field study
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
DOE field study variable capacity heat pump air conditioning field performance two-stage variable speed SEER energy savings
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1