Real ChatGPT answer · index seed24VKUZOX5jEcompleteTelecom and utilities · energy efficiencyinformational

Can swapping out every incandescent bulb for LEDs really save me a hundred dollars a year?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can swapping out every incandescent bulb for LEDs really save me a hundred dollars a year?
1 real search · 1 real-search pass
ENERGY STAR LED bulbs use 75% less energy incandescent bulbs 60 watt 9 watt annual savings electricity costGoogle ↗
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
ENERGY STAR LED bulbs use 75% less energy incandescent bulbs 60 watt 9 watt annual savings electricity cost Google ↗
  1. ENERGY STAR® CERTIFIED BULBS AT A GLANCE · energystar.gov
  2. Choose ENERGY STAR · energystar.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
ENERGY STAR LED bulbs use 75% less energy incandescent bulbs 60 watt 9 watt annual savings electricity cost
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1