We want to know if switching from oil heat to a modern heat pump makes financial sense for retirees before this winter starts.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We want to know if switching from oil heat to a modern heat pump makes financial sense for retirees before this winter starts.
3 real searches · 1 real-search pass
Ohio Columbus 2026 heat pump rebates incentives utility programs residential oil furnace replacement October 2026Google ↗
OBSERVEDComparison
Columbus Ohio residential electricity rates 2026 oil heating fuel prices heat pump operating cost comparisonGoogle ↗
OBSERVEDComparison
heat pump cold climate performance Ohio oil furnace replacement cost payback homeowner guideGoogle ↗
OBSERVEDInstruction
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Ohio Columbus 2026 heat pump rebates incentives utility programs residential oil furnace replacement October 2026 Google ↗
Columbus Ohio residential electricity rates 2026 oil heating fuel prices heat pump operating cost comparison Google ↗
heat pump cold climate performance Ohio oil furnace replacement cost payback homeowner guide Google ↗
- Compare Columbus, OH Electricity Rates (2026) · energysage.com
- Heat pumps vs. oil furnace heating: What’s better in 2026? · energysage.com
- Home Energy Savings Program · development.ohio.gov
- Home Energy Assistance Program (HEAP) · puco.ohio.gov
- HEAP Winter Crisis Program (WCP) · occ.ohio.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Ohio Columbus 2026 heat pump rebates incentives utility programs residential oil furnace replacement October 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Columbus Ohio residential electricity rates 2026 oil heating fuel prices heat pump operating cost comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
heat pump cold climate performance Ohio oil furnace replacement cost payback homeowner guide OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |