Real ChatGPT answer · index seedZhSPCovRKTocompleteTelecom and utilities · energy efficiencycommercial
Which LED commercial light bulbs offer the highest energy savings and longest lifespan for a busy local restaurant?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which LED commercial light bulbs offer the highest energy savings and longest lifespan for a busy local restaurant?
1 real search · 1 real-search pass
best high efficacy commercial LED light bulbs lumens per watt lifespan ENERGY STAR DLC restaurant lighting 2026Google ↗
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
best high efficacy commercial LED light bulbs lumens per watt lifespan ENERGY STAR DLC restaurant lighting 2026 Google ↗
- View product · homedepot.com
- View product · homedepot.com
- View product · walmart.com
- View product · homedepot.com
- Purchasing Energy-Efficient Commercial and Industrial LED Luminaires · energy.gov
- Purchasing Energy-Efficient Light Bulbs · energy.gov
- What to Know About LED Lighting for Your Business · efficiencysmart.org