Are LED upgrades and smart HVAC controls in an office building really worth the capital investment for energy efficiency certifications?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are LED upgrades and smart HVAC controls in an office building really worth the capital investment for energy efficiency certifications?
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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
U.S. Department of Energy commercial LED lighting retrofit energy savings controls HVAC building automation energy savings office buildings Google ↗
ENERGY STAR commercial buildings certification score 75 LEED v4.1 energy performance lighting HVAC controls credits official Google ↗
- LED Retrofit Kits, TLEDs, and Lighting Controls: An Application Guide · betterbuildingssolutioncenter.energy.gov
- Upgrade Your Lighting · energystar.gov
- LED Lighting and Controls Guidance for Federal Buildings · integratedlightingcampaign.energy.gov
- ENERGY STAR Certification for Buildings · energystar.gov
- How the 1–100 ENERGY STAR Score is Calculated · energystar.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 commercial LED lighting retrofit energy savings controls HVAC building automation energy savings office buildings OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
ENERGY STAR commercial buildings certification score 75 LEED v4.1 energy performance lighting HVAC controls credits official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |