Real ChatGPT answer · index seedIkwjC4yk2QIcompleteFinance and banking · budgeting and savinginformational

What are the actual utility savings of switching to LED smart bulbs throughout an entire house versus traditional incandescent ones?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the actual utility savings of switching to LED smart bulbs throughout an entire house versus traditional incandescent ones?
2 real searches · 1 real-search pass
U.S. Department of Energy LED bulbs use 75% less energy last 25 times longer incandescent lighting savingsGoogle ↗
OBSERVED
EIA Tennessee average residential electricity price cents per kWh 2025 2026Google ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
U.S. Department of Energy LED bulbs use 75% less energy last 25 times longer incandescent lighting savings Google ↗
EIA Tennessee average residential electricity price cents per kWh 2025 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
U.S. Department of Energy LED bulbs use 75% less energy last 25 times longer incandescent lighting savings
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
EIA Tennessee average residential electricity price cents per kWh 2025 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1