Real ChatGPT answer · index seed5iglVwe7TygcompleteTelecom and utilities · energy efficiencycommercial
How much money do businesses actually save by switching all traditional office fixtures to modern LED bulbs this year?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much money do businesses actually save by switching all traditional office fixtures to modern LED bulbs this year?
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
2026 commercial office LED lighting energy savings percentage fluorescent retrofit DOE annual savings Google ↗
U.S. commercial electricity average price 2026 cents per kWh EIA Google ↗
- Electric Power Annual · eia.gov
- Upgrade Your Lighting · energystar.gov
- LED Retrofit Kits, TLEDs, and Lighting Controls: An Application Guide · betterbuildingssolutioncenter.energy.gov
- TLED Lighting Retrofits with Dedicated Drivers · gsa.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 commercial office LED lighting energy savings percentage fluorescent retrofit DOE annual savings OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
U.S. commercial electricity average price 2026 cents per kWh EIA OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |