Real ChatGPT answer · index seedIS8VxBWeiSEcompleteHome services and improvement · HVACcommercial

We are replacing an ancient gas furnace and I am wondering if high efficiency modulating furnaces are actually worth the much higher upfront cost for a family of four

ChatGPTgpt-62 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
We are replacing an ancient gas furnace and I am wondering if high efficiency modulating furnaces are actually worth the much higher upfront cost for a family of four
2 real searches · 1 real-search pass
DOE AFUE furnace efficiency modulating two stage furnace energy savings AFUE explanationGoogle ↗
OBSERVED
California residential natural gas furnace rebates 2026 ENERGY STAR furnace incentivesGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
DOE AFUE furnace efficiency modulating two stage furnace energy savings AFUE explanation Google ↗
California residential natural gas furnace rebates 2026 ENERGY STAR furnace incentives Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
DOE AFUE furnace efficiency modulating two stage furnace energy savings AFUE explanation
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
California residential natural gas furnace rebates 2026 ENERGY STAR furnace incentives
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1