Do LED retrofits or smart thermostats save more money on commercial energy audits for small office buildings
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Do LED retrofits or smart thermostats save more money on commercial energy audits for small office buildings
1 real search · 1 real-search pass
commercial small office LED retrofit energy savings payback smart thermostat HVAC savings DOE commercial buildingsGoogle ↗
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
commercial small office LED retrofit energy savings payback smart thermostat HVAC savings DOE commercial buildings Google ↗
- LED Retrofit Kits, TLEDs, and Lighting Controls: An Application Guide · betterbuildingssolutioncenter.energy.gov
- ACEEE Report · aceee.org
- Energy Efficiency in · energystar.gov