Real ChatGPT answer · index seedGxidqqcu6VMcompleteTelecom and utilities · energy efficiencycomparison

Smart dimmer switches versus traditional toggle dimmers which actually saves more electricity on LED bulbs in my hallway

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

The searches the AI actually ran for this prompt.

SEED QUERY
Smart dimmer switches versus traditional toggle dimmers which actually saves more electricity on LED bulbs in my hallway
1 real search · 1 real-search pass
LED dimming energy savings smart switch standby power occupancy sensors residential lighting Department of EnergyGoogle ↗
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 dimming energy savings smart switch standby power occupancy sensors residential lighting Department of Energy Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
LED dimming energy savings smart switch standby power occupancy sensors residential lighting Department of Energy
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1