Real ChatGPT answer · index seedHFEzrDpsfkccompleteTelecom and utilities · water and gas utilitiescommercial

Can you compare the energy-saving ROI of top-tier smart thermostats versus manual programmable models when paired with a high-efficiency gas utility plan?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the energy-saving ROI of top-tier smart thermostats versus manual programmable models when paired with a high-efficiency gas utility plan?
3 real searches · 1 real-search pass
ENERGY STAR smart thermostat savings programmable thermostat energy savings 8 percent heating cooling study smart vs programmableGoogle ↗
OBSERVEDComparison
MidAmerican Energy Iowa natural gas residential rate per therm 2026 Des MoinesGoogle ↗
OBSERVEDReason
top tier smart thermostats Ecobee Premium Google Nest Learning Thermostat prices 2026Google ↗
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 (3)
Short factOther / navigationalComparison67%ConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
ENERGY STAR smart thermostat savings programmable thermostat energy savings 8 percent heating cooling study smart vs programmable Google ↗
MidAmerican Energy Iowa natural gas residential rate per therm 2026 Des Moines Google ↗
top tier smart thermostats Ecobee Premium Google Nest Learning Thermostat prices 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
ENERGY STAR smart thermostat savings programmable thermostat energy savings 8 percent heating cooling study smart vs programmable
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
MidAmerican Energy Iowa natural gas residential rate per therm 2026 Des Moines
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
top tier smart thermostats Ecobee Premium Google Nest Learning Thermostat prices 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1