Real ChatGPT answer · index seedDxl9zpT7EL8completeTelecom and utilities · energy efficiencycommercial
What are the top rated energy efficiency upgrades for first time homeowners on a tight budget who want quick payback times
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the top rated energy efficiency upgrades for first time homeowners on a tight budget who want quick payback times
3 real searches · 1 real-search pass
2026 energy efficiency home upgrades quickest payback air sealing insulation LED smart thermostat ENERGY STAR DOEGoogle ↗
OBSERVEDComparison
site:energystar.gov home upgrades savings air sealing smart thermostat LED lighting insulationGoogle ↗
OBSERVEDOther / navigational
site:energy.gov homeowners energy savings weatherization air sealing insulation paybackGoogle ↗
OBSERVEDOther / navigational
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). 3 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
2026 energy efficiency home upgrades quickest payback air sealing insulation LED smart thermostat ENERGY STAR DOE Google ↗
site:energystar.gov home upgrades savings air sealing smart thermostat LED lighting insulation Google ↗
site:energy.gov homeowners energy savings weatherization air sealing insulation payback Google ↗
- Low- to No-Cost Tips for Saving Energy at Home · energystar.gov
- Checklists of Energy-Saving Measures · energystar.gov
- Energy-Efficient Home Improvement Credit Insulation and Air-Sealing Essentials · energy.gov
- Smart Thermostats · energystar.gov
- Seal and Insulate with ENERGY STAR · energystar.gov
- ENERGY STAR Home Upgrade · energystar.gov
- Home Energy Improvements · energystar.gov
- Maximizing Home Energy Performance When Using Home Energy Rebates · energy.gov
- ENERGY STAR home improvement guidance · energystar.gov
- Department of Energy home upgrade resources · energy.gov
- DSIRE · dsireusa.org
- Weatherization Assistance Program · energy.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 energy efficiency home upgrades quickest payback air sealing insulation LED smart thermostat ENERGY STAR DOE OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
site:energystar.gov home upgrades savings air sealing smart thermostat LED lighting insulation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
site:energy.gov homeowners energy savings weatherization air sealing insulation payback OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |