Real ChatGPT answer · index seedytVXSP3xyZgcompleteTelecom and utilities · energy efficiencycommercial
Can smart dimmer switches paired with LED retrofit modules reduce total evening lighting energy use by more than 40 percent in a large living room?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can smart dimmer switches paired with LED retrofit modules reduce total evening lighting energy use by more than 40 percent in a large living room?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
LED lighting dimming energy savings residential lighting retrofit DOE dimming energy use Google ↗
ENERGY STAR LED retrofit downlight energy savings incandescent halogen dimming Google ↗
- LED and Home Energy Savings: The Next Chapter · energystar.gov
- LED Retrofit Kits, TLEDs, and Lighting Controls: An Application Guide · energy.gov
- LED Basics · energy.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
LED lighting dimming energy savings residential lighting retrofit DOE dimming energy use OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
ENERGY STAR LED retrofit downlight energy savings incandescent halogen dimming OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |