Real ChatGPT answer · index seed2j9aw158NrMcompleteTelecom and utilities · energy efficiencycommercial
Which LED recessed lighting retrofits provide the warmest color temperature while maintaining maximum energy efficiency for a kitchen remodel?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which LED recessed lighting retrofits provide the warmest color temperature while maintaining maximum energy efficiency for a kitchen remodel?
1 real search · 1 real-search pass
best energy efficient LED recessed retrofit warm white 2200K 2700K efficacy lumens per watt ENERGY STAR kitchenGoogle ↗
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 energy efficient LED recessed retrofit warm white 2200K 2700K efficacy lumens per watt ENERGY STAR kitchen Google ↗
- Light Fixtures (Downlights) · energystar.gov
- Downlights Key Product Criteria · energystar.gov