Can replacing all my old light switches with TP-Link dimmer switches realistically shave twenty bucks off my monthly electric bill?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can replacing all my old light switches with TP-Link dimmer switches realistically shave twenty bucks off my monthly electric bill?
1 real search · 1 real-search pass
LED dimmer switch energy savings dimming electricity use percentage lighting energy residential DOEGoogle ↗
OBSERVEDReason
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
LED dimmer switch energy savings dimming electricity use percentage lighting energy residential DOE Google ↗
- How much electricity is used for lighting in the United States? - Frequently Asked Questions (FAQs) · eia.gov
- The Economics of Dimming · assets.lutron.com
- Light Fixtures (Downlights) · energystar.gov
- Selecting Lighting Dimmers for Your Home · extension.okstate.edu