Real ChatGPT answer · index seedIgr9da7wHO0completeTelecom and utilities · energy efficiencyinformational
Can a comprehensive home energy audit accurately predict annual utility bill savings before undertaking major thermal envelope retrofits?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can a comprehensive home energy audit accurately predict annual utility bill savings before undertaking major thermal envelope retrofits?
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). 1 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
home energy audit estimate savings accuracy energy modeling measured utility bills blower door infrared DOE RESNET Google ↗
building energy modeling retrofit savings prediction uncertainty measured energy use home energy audit study Google ↗
- Guide to Home Energy Assessments · energy.gov
- Home Energy Saver & Score: Engineering Documentation · hes-documentation.lbl.gov
- Probabilistic reliability assessment and case studies for predicted energy savings in residential buildings · ornl.gov
- Probabilistic reliability assessment and case studies for predicted energy savings in residential buildings · sciencedirect.com
- Accuracy of the Home Energy Saver Energy Calculation Methodology · stars.library.ucf.edu
- Accuracy of the Home Energy Saver Energy Calculation Methodology · bies.lbl.gov
- CHAPTER 19 ENERGY ESTIMATING AND MODELING METHODS · handbook.ashrae.org
- Do energy performance certificates allow reliable predictions of actual energy consumption and savings? Learning from the Swiss national database · research-collection.ethz.ch
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
home energy audit estimate savings accuracy energy modeling measured utility bills blower door infrared DOE RESNET OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
building energy modeling retrofit savings prediction uncertainty measured energy use home energy audit study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |