I need to choose between a gas furnace and a heat pump for my first home renovation and I am totally confused about operating costs.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need to choose between a gas furnace and a heat pump for my first home renovation and I am totally confused about operating costs.
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). 1 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
EIA Texas residential electricity prices natural gas residential prices latest 2026 Dallas heating cost heat pump gas furnace comparison Google ↗
Dallas Texas residential electricity price average 2026 cents kWh natural gas residential price therm Texas Google ↗
- Cost to heat a home in Texas: electricity vs gas vs heat pump, 2025 · electricconsumer.org
- Heat pumps in Dallas–Fort Worth: costs, rebates and the right systems · audityourhome.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
EIA Texas residential electricity prices natural gas residential prices latest 2026 Dallas heating cost heat pump gas furnace comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Dallas Texas residential electricity price average 2026 cents kWh natural gas residential price therm Texas OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |