Real ChatGPT answer · index seedSa4YsuNltH8completeTelecom and utilities · energy efficiencyinformational
Do smart dimmers really reduce lighting energy use compared to standard mechanical dimmers, or is the difference negligible?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Do smart dimmers really reduce lighting energy use compared to standard mechanical dimmers, or is the difference negligible?
1 real search · 1 real-search pass
smart dimmer standby power consumption LED dimming energy savings mechanical dimmer comparison DOEGoogle ↗
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)
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
smart dimmer standby power consumption LED dimming energy savings mechanical dimmer comparison DOE Google ↗