How can I calculate the actual return on investment of upgrading to a smart thermostat when my heat pump uses auxiliary strip heating inefficiently?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How can I calculate the actual return on investment of upgrading to a smart thermostat when my heat pump uses auxiliary strip heating inefficiently?
1 real search · 1 real-search pass
heat pump auxiliary electric resistance heat thermostat balance point smart thermostat savings strip heat DOE ENERGY STARGoogle ↗
OBSERVEDComparison
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
heat pump auxiliary electric resistance heat thermostat balance point smart thermostat savings strip heat DOE ENERGY STAR Google ↗
- Thermostat Controls · basc.pnnl.gov
- Controls Guide Air Source Heat Pumps · goelectric.comed.com
- ENERGY STAR Smart Thermostats FAQs for EEPS · energystar.gov
- Smart Thermostats Key Product Criteria · energystar.gov