Real ChatGPT answer · index seedpo4ao9lmc2kcompleteTelecom and utilities · energy efficiencyinformational
Are LED light bulbs significantly more energy efficient than compact fluorescents enough to justify replacing every working bulb in my apartment right now?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are LED light bulbs significantly more energy efficient than compact fluorescents enough to justify replacing every working bulb in my apartment right now?
1 real search · 1 real-search pass
LED vs CFL energy efficiency lifetime mercury replacement guidance U.S. Department of Energy Energy StarGoogle ↗
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
LED vs CFL energy efficiency lifetime mercury replacement guidance U.S. Department of Energy Energy Star Google ↗
- LED Basics · energy.gov
- Compact Fluorescent Lamps (CFLs) – Fact Sheet/FAQ · fda.gov
- What are the Connections between Mercury and CFLs? · epa.gov
- Learn About LED Lighting · energystar.gov