Which energy-efficient window package upgrades offer the fastest return on investment through utility bill savings in a hot and humid southern climate zone?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which energy-efficient window package upgrades offer the fastest return on investment through utility bill savings in a hot and humid southern climate zone?
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). 2 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
hot humid climate zone energy efficient windows low SHGC U-factor DOE ENERGY STAR southern windows guidance Google ↗
window replacement payback energy savings solar screens window film hot climate study utility bills Google ↗
- Broward · energystar.gov
- Residential Windows, Doors, & Skylights · energystar.gov
- Purchasing Energy-Efficient Residential Windows, Doors, and Skylights · energy.gov
- Solar Control Window Coating Retrofit · eta-publications.lbl.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
hot humid climate zone energy efficient windows low SHGC U-factor DOE ENERGY STAR southern windows guidance OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
window replacement payback energy savings solar screens window film hot climate study utility bills OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |