Real ChatGPT answer · index seedPKkHffzUlg8completeTelecom and utilities · energy efficiencyinformational
How long does it actually take for a geothermal heating system to pay for itself through lower monthly utility bills in a cold climate?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How long does it actually take for a geothermal heating system to pay for itself through lower monthly utility bills in a cold climate?
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
geothermal heat pump residential payback period cold climate installation costs incentives 2026 Google ↗
ground source heat pump geothermal residential installation cost payback period cold climate DOE ENERGY STAR annual savings Google ↗
- Energy 101: Geothermal · dev.extension.umd.edu
- Energy 101: Geothermal · extension.umd.edu
- Geothermal Heat Pumps · energy.gov
- Pump Up Your Savings with Heat Pumps · energy.gov
- Consumer Guide to Geothermal Heat Pumps · energy.gov
- Geothermal Heat Pumps Tax Credit · energystar.gov
- Geothermal ROI Explained: How Long Until Your System Pays for Itself? · geothermalfinder.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
geothermal heat pump residential payback period cold climate installation costs incentives 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
ground source heat pump geothermal residential installation cost payback period cold climate DOE ENERGY STAR annual savings OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |