Real ChatGPT answer · index seedTzM9WVLxq6AcompleteFinance and banking · budgeting and savinginformational

How much can I realistically save on my commercial electric utility bill by upgrading all the lighting in my workshop to LED

ChatGPTgpt-61 query10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How much can I realistically save on my commercial electric utility bill by upgrading all the lighting in my workshop to LED
1 real search · 1 real-search pass
U.S. Department of Energy commercial LED lighting energy savings retrofit percentage 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 commercial LED lighting energy savings retrofit percentage lighting energy use Google ↗
  1. Upgrade Your Lighting · energystar.gov
  2. Checklists of Energy-Saving Measures · energystar.gov

Queries

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