Will upgrading my old furnace and AC drastically lower my average monthly electric and gas bill, or is it a waste of money for a first time homebuyer?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Will upgrading my old furnace and AC drastically lower my average monthly electric and gas bill, or is it a waste of money for a first time homebuyer?
1 real search · 1 real-search pass
HVAC replacement energy savings old air conditioner furnace SEER2 AFUE payback homeowner Texas energy efficiency guidanceGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
HVAC replacement energy savings old air conditioner furnace SEER2 AFUE payback homeowner Texas energy efficiency guidance Google ↗
- When is it time to replace? · energystar.gov
- Purchasing Energy-Efficient Residential Central Air Conditioners · energy.gov