Real ChatGPT answer · index seedXeSVLUHJ8WAcompleteConsumer electronics · smart home devicescommercial
What are the cheapest smart home devices for energy management that will help me lower my heating bill this winter without freezing my family?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the cheapest smart home devices for energy management that will help me lower my heating bill this winter without freezing my family?
1 real search · 1 real-search pass
2026 best budget smart thermostats energy savings heating bill prices compatibility heat pumpGoogle ↗
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).
Searches and sources
ChatGPT1 real searches · gpt-6
2026 best budget smart thermostats energy savings heating bill prices compatibility heat pump Google ↗
- View thermostat · homedepot.com
- View thermostat · target.com
- View smart plug · shop.emporiaenergy.com
- View room sensor · walmart.com
- Smart Thermostats · energystar.gov
- Smart Thermostats · energystar.gov