How much money can I realistically save on my monthly utility bill by upgrading to a tankless water heater versus a standard tank?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much money can I realistically save on my monthly utility bill by upgrading to a tankless water heater versus a standard tank?
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
tankless water heater energy savings versus storage tank DOE Energy Saver efficiency 8 34 percent Google ↗
Texas residential natural gas and electricity prices 2026 EIA Google ↗
- Tankless or Demand-Type Water Heaters · webarchive-beta.loc.gov
- Measure Guideline: Transitioning to a Tankless Water Heater · www1.eere.energy.gov
- Water Heater Analysis · energystar.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
tankless water heater energy savings versus storage tank DOE Energy Saver efficiency 8 34 percent OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Texas residential natural gas and electricity prices 2026 EIA OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |