Real ChatGPT answer · index seed8QRjUWG55IIcompleteTelecom and utilities · energy efficiencycommercial
Can you explain how switching to LED bulbs will affect my monthly utility bill and which brands are the easiest to find for a beginner
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you explain how switching to LED bulbs will affect my monthly utility bill and which brands are the easiest to find for a beginner
1 real search · 1 real-search pass
best widely available beginner LED light bulb brands Philips GE Feit Electric 60W equivalent A19 United States retailersGoogle ↗
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).
Searches and sources
ChatGPT1 real searches · gpt-6
best widely available beginner LED light bulb brands Philips GE Feit Electric 60W equivalent A19 United States retailers Google ↗
- Understanding LED Lightbulbs · consumerreports.org
- The best LED light bulbs · popsci.com
- View product · homedepot.com
- View product · homedepot.com
- View product · walmart.com