Real ChatGPT answer · index seedN6tiYVdMiyQcompleteTelecom and utilities · energy efficiencycommercial
What do recent energy audits say about the real world savings of upgrading to top tier smart thermostats in commercial spaces?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do recent energy audits say about the real world savings of upgrading to top tier smart thermostats in commercial spaces?
3 real searches · 1 real-search pass
commercial building smart thermostat energy savings field study audit measured savings 2023 2024 2025 HVAC controlsGoogle ↗
OBSERVEDReason
commercial smart thermostat energy savings evaluation measured field results utility program reportGoogle ↗
OBSERVEDReason
commercial building thermostat controls energy audit savings occupancy scheduling demand response studyGoogle ↗
OBSERVEDReason
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
commercial building smart thermostat energy savings field study audit measured savings 2023 2024 2025 HVAC controls Google ↗
commercial smart thermostat energy savings evaluation measured field results utility program report Google ↗
commercial building thermostat controls energy audit savings occupancy scheduling demand response study Google ↗
- Report Delves Into the Impacts of Commercial Building Controls on Energy Savings · energy.gov
- Commercial Building Market Characterization Field Study · energycodes.gov
- ComStock Measure Documentation: Thermostat and Lighting Control for Load Shedding · research-hub.nlr.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
commercial building smart thermostat energy savings field study audit measured savings 2023 2024 2025 HVAC controls OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
commercial smart thermostat energy savings evaluation measured field results utility program report OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
commercial building thermostat controls energy audit savings occupancy scheduling demand response study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |