Real ChatGPT answer · index seedU8xnIntnC7ccompleteTelecom and utilities · energy efficiencycomparison

Comparing EcoFactor automated thermostat routines with standard Nest schedules to see which saves more money on our gas and electric bill.

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

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing EcoFactor automated thermostat routines with standard Nest schedules to see which saves more money on our gas and electric bill.
3 real searches · 1 real-search pass
EcoFactor thermostat optimization how it works savings utility demand response residential heating coolingGoogle ↗
OBSERVEDReason
Google Nest thermostat schedule energy savings official 10% 12% heating coolingGoogle ↗
OBSERVEDConsequence
EcoFactor Nest thermostat comparison independent energy savings study gas electricGoogle ↗
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 / navigationalComparison33%Consequence33%Reason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
EcoFactor thermostat optimization how it works savings utility demand response residential heating cooling
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google Nest thermostat schedule energy savings official 10% 12% heating cooling
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
EcoFactor Nest thermostat comparison independent energy savings study gas electric
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1