Real ChatGPT answer · index seedwopP0CfzX8IcompleteHome services and improvement · HVACcommercial

Are there any reliable independent reviews comparing the yearly energy bills of modern gas furnaces versus dual fuel heat pump systems under recent utility rate hikes?

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any reliable independent reviews comparing the yearly energy bills of modern gas furnaces versus dual fuel heat pump systems under recent utility rate hikes?
4 real searches · 1 real-search pass
independent comparison annual operating cost gas furnace versus dual fuel heat pump utility rates 2025 2026 United StatesGoogle ↗
OBSERVEDComparison
New Jersey residential electric natural gas utility rates 2026 PSE&G rates increaseGoogle ↗
OBSERVEDConsequence
NREL heat pump operating cost gas furnace electricity gas prices dual fuel analysis annual billGoogle ↗
OBSERVEDReason
RMI heat pump versus gas furnace operating costs utility rates analysis dual fuelGoogle ↗
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 (4)
Short factOther / navigationalComparison50%Consequence25%Reason25%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
independent comparison annual operating cost gas furnace versus dual fuel heat pump utility rates 2025 2026 United States Google ↗
New Jersey residential electric natural gas utility rates 2026 PSE&G rates increase Google ↗
NREL heat pump operating cost gas furnace electricity gas prices dual fuel analysis annual bill Google ↗
RMI heat pump versus gas furnace operating costs utility rates analysis dual fuel Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
independent comparison annual operating cost gas furnace versus dual fuel heat pump utility rates 2025 2026 United States
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
New Jersey residential electric natural gas utility rates 2026 PSE&G rates increase
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
NREL heat pump operating cost gas furnace electricity gas prices dual fuel analysis annual bill
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
RMI heat pump versus gas furnace operating costs utility rates analysis dual fuel
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1