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Can you help me estimate how much money my small business will save each month by upgrading all fluorescent warehouse lighting to commercial LED fixtures?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you help me estimate how much money my small business will save each month by upgrading all fluorescent warehouse lighting to commercial LED fixtures?
1 real search · 1 real-search pass
commercial LED warehouse lighting energy savings fluorescent fixture wattage comparison DOE LED lighting energy savingsGoogle ↗
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).

Searches and sources

ChatGPT1 real searches · gpt-6
commercial LED warehouse lighting energy savings fluorescent fixture wattage comparison DOE LED lighting energy savings Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
commercial LED warehouse lighting energy savings fluorescent fixture wattage comparison DOE LED lighting energy savings
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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