Real ChatGPT answer · index seedW2jcBj58xyEcompleteTelecom and utilities · energy efficiencycomparison
Evaluate the potential energy savings of switching from traditional incandescent fixtures to smart LED bulbs with integrated occupancy sensors versus standard dimmers.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Evaluate the potential energy savings of switching from traditional incandescent fixtures to smart LED bulbs with integrated occupancy sensors versus standard dimmers.
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
U.S. Department of Energy LED lighting uses at least 75% less energy incandescent occupancy sensors lighting controls savings dimming energy Google ↗
occupancy sensor lighting energy savings commercial buildings LED dimming controls study DOE Google ↗
- LED Basics · energy.gov
- Lighting Controls in Commercial Buildings · ees.lbl.gov
- LED Lighting and Controls Guidance for Federal Buildings · integratedlightingcampaign.energy.gov
- LED Lighting and Controls Guidance for Federal Buildings · gsa.gov
- U.S. DEPARTMENT OF · energy.gov
- LED Fixtures with Integrated Advanced Lighting Controls · gsa.gov
- Advanced Lighting Controls and LED · gsa.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
U.S. Department of Energy LED lighting uses at least 75% less energy incandescent occupancy sensors lighting controls savings dimming energy OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
occupancy sensor lighting energy savings commercial buildings LED dimming controls study DOE OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |