how do ductless mini split systems work for heating in winter and are they worth the cost in colder climates
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
how do ductless mini split systems work for heating in winter and are they worth the cost in colder climates
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.
ChatGPT real searches (2)
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
ChatGPT2 real searches · gpt-6
cold climate ductless mini split heat pump performance low temperature efficiency DOE ENERGY STAR NEEP specifications Google ↗
ENERGY STAR cold climate heat pump criteria 5°F capacity COP mini split Google ↗
- Heat Pump Equipment Key Product Criteria · energystar.gov
- Cold Climate Heat Pump Sizing and Selection · basc.pnnl.gov
- NEEP heat pump product database · ashp.neep.org
- Ductless Heating & Cooling · energystar.gov
- Ductless (Mini-Split) Heat Pumps · basc.pnnl.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
cold climate ductless mini split heat pump performance low temperature efficiency DOE ENERGY STAR NEEP specifications OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
ENERGY STAR cold climate heat pump criteria 5°F capacity COP mini split OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |