Real ChatGPT answer · index seed5VMHxSlAAOMcompleteTelecom and utilities · energy efficiencycommercial

Can you compare the energy savings of LED smart bulbs versus standard dimmers for a college budget

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 compare the energy savings of LED smart bulbs versus standard dimmers for a college budget
1 real search · 1 real-search pass
LED smart bulbs energy savings dimmer switch compatible LED energy use ENERGY STARGoogle ↗
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
LED smart bulbs energy savings dimmer switch compatible LED energy use ENERGY STAR Google ↗
  1. Smart Lighting · energystar.gov
  2. THE BRIGHT CHOICE: · energystar.gov
  3. Can LED bulbs be dimmed? · philips-hue.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
LED smart bulbs energy savings dimmer switch compatible LED energy use ENERGY STAR
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1