Looking for expert advice on whether upgrading our aging gas furnace to a modern ductless system makes financial sense for a small commercial studio
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for expert advice on whether upgrading our aging gas furnace to a modern ductless system makes financial sense for a small commercial studio
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
commercial building ductless mini split heat pump economics gas furnace operating cost efficiency DOE small business Google ↗
2026 federal tax credits commercial heat pumps business energy incentives 2026 Google ↗
- BUILDING TECHNOLOGIES PROGRAM · energy.gov
- Ductless Heating & Cooling · energystar.gov
- 179D Energy Efficient Commercial Buildings Tax Deduction · energy.gov
- Energy efficient commercial buildings deduction · irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
commercial building ductless mini split heat pump economics gas furnace operating cost efficiency DOE small business OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
2026 federal tax credits commercial heat pumps business energy incentives 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |