We need to choose between installing a heat pump or sticking with a gas furnace for our retirement cottage in upstate New York.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to choose between installing a heat pump or sticking with a gas furnace for our retirement cottage in upstate New York.
2 real searches · 1 real-search pass
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
New York State cold climate heat pump incentives 2026 NYSERDA federal tax credits status October 2026 upstate NY heating Google ↗
cold climate heat pump performance low temperatures upstate New York dual fuel furnace comparison operating cost Google ↗
- Heat Pumps for Cold Climates - Do They Work? : NYS Clean Heat · cleanheat.ny.gov
- Who's Afraid of a Polar Vortex? · nyserda.ny.gov
- uses such as gas furnaces and gas water heaters to heat pump heating and cooling. This fuel shift provides energy savings, as heat pumps are often at least three times more energy efficient than their gas counterparts, but not necessarily energy cost savings, as the cost per unit energy for electricity is four to five times higher than the cost per unit energy for natural gas in New York State, depending on the region. Upfront costs of equipment for a heat pump are higher than a fossil-fuel powe · dos.ny.gov
- Residential Cold-Climate Air Source Heat Pump Study 2022 · heatpumpdata.energy.gov
- Tax Credits : NYS Clean Heat · cleanheat.ny.gov
- Find Available Rebates : NYS Clean Heat · cleanheat.ny.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
New York State cold climate heat pump incentives 2026 NYSERDA federal tax credits status October 2026 upstate NY heating OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
cold climate heat pump performance low temperatures upstate New York dual fuel furnace comparison operating cost OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |