Real ChatGPT answer · index seed5dfLSe97LogcompleteTelecom and utilities · energy efficiencybrand

Are commercial LED bulb energy savings still significant if our office lights are only on during standard daylight hours and weekends are dark?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are commercial LED bulb energy savings still significant if our office lights are only on during standard daylight hours and weekends are dark?
1 real search · 1 real-search pass
U.S. Department of Energy LED lighting energy savings commercial buildings lifetime operating hours lighting energy useGoogle ↗
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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

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

Searches and sources

ChatGPT1 real searches · gpt-6
U.S. Department of Energy LED lighting energy savings commercial buildings lifetime operating hours lighting energy use Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
U.S. Department of Energy LED lighting energy savings commercial buildings lifetime operating hours lighting energy use
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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