Real ChatGPT answer · index seedQgBkVG0FKnccompleteConsumer electronics · smart home devicescommercial

Can a budget smart thermostat really lower my heating bill enough to justify the upfront cost of buying and installing it myself.

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can a budget smart thermostat really lower my heating bill enough to justify the upfront cost of buying and installing it myself.
2 real searches · 1 real-search pass
U.S. Department of Energy thermostat setback 7 to 10 degrees 8 hours save 10 percent heating cooling; smart thermostat savings heating studyGoogle ↗
OBSERVEDReason
ENERGY STAR smart thermostat savings heating homes field study 8 percent heating coolingGoogle ↗
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 (2)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

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
U.S. Department of Energy thermostat setback 7 to 10 degrees 8 hours save 10 percent heating cooling; smart thermostat savings heating study Google ↗
ENERGY STAR smart thermostat savings heating homes field study 8 percent heating cooling Google ↗
  1. ENERGY STAR Smart Thermostats FAQs for EEPS · energystar.gov
  2. Smart Thermostats · energystar.gov
  3. Smart Thermostats Key Product Criteria · energystar.gov
  4. Are Smart Thermostats Worth It? · consumerreports.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
U.S. Department of Energy thermostat setback 7 to 10 degrees 8 hours save 10 percent heating cooling; smart thermostat savings heating study
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
ENERGY STAR smart thermostat savings heating homes field study 8 percent heating cooling
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1