How much money do businesses actually save on their electric bills after switching completely to automated smart lighting schedules?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much money do businesses actually save on their electric bills after switching completely to automated smart lighting schedules?
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
commercial building lighting controls scheduling savings energy use time scheduling controls study DOE Google ↗
business electricity bill lighting share commercial buildings lighting energy consumption DOE Google ↗
- Occupancy and Time-Based Lighting Controls in Open Offices · eta-publications.lbl.gov
- THE MEASURED ENERGY SAVINGS · eta-publications.lbl.gov
- LED Lighting and Controls Guidance for Federal Buildings · integratedlightingcampaign.energy.gov
- How much electricity is used for lighting in the United States? - Frequently Asked Questions (FAQs) · eia.gov
- A Meta-Analysis of Energy Savings from Lighting Controls in Commercial Buildings · ees.lbl.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
commercial building lighting controls scheduling savings energy use time scheduling controls study DOE OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
business electricity bill lighting share commercial buildings lighting energy consumption DOE OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |