Real ChatGPT answer · index seedwlvfG5czDaAcompleteReal estate · commercial real estateinformational

How much money can a commercial landlord save on utility bills annually by installing LED lighting and smart thermostats

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

The searches the AI actually ran for this prompt.

SEED QUERY
How much money can a commercial landlord save on utility bills annually by installing LED lighting and smart thermostats
2 real searches · 1 real-search pass
commercial LED lighting energy savings 50 75 percent DOE smart thermostat commercial HVAC energy savingsGoogle ↗
OBSERVED
commercial building energy cost savings LED lighting smart thermostats case study annual utility savingsGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
commercial LED lighting energy savings 50 75 percent DOE smart thermostat commercial HVAC energy savings Google ↗
commercial building energy cost savings LED lighting smart thermostats case study annual utility savings Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
commercial LED lighting energy savings 50 75 percent DOE smart thermostat commercial HVAC energy savings
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
commercial building energy cost savings LED lighting smart thermostats case study annual utility savings
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1