Analyze the ROI on upgrading to a low-E triple-pane window package versus investing in higher-density blown-in cellulose insulation in Zone 4 climate.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Analyze the ROI on upgrading to a low-E triple-pane window package versus investing in higher-density blown-in cellulose insulation in Zone 4 climate.
3 real searches · 1 real-search pass
Zone 4 climate window replacement triple pane vs double pane energy savings cost payback cellulose attic insulation R value installed cost DOE ENERGY STARGoogle ↗
OBSERVEDComparison
DOE cellulose insulation R value per inch attic air sealing energy savings windows U factor SHGC climate zone 4Google ↗
OBSERVEDReason
ENERGY STAR replacement windows savings annual energy cost northern climate triple pane double pane estimatesGoogle ↗
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 (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
Zone 4 climate window replacement triple pane vs double pane energy savings cost payback cellulose attic insulation R value installed cost DOE ENERGY STAR Google ↗
DOE cellulose insulation R value per inch attic air sealing energy savings windows U factor SHGC climate zone 4 Google ↗
ENERGY STAR replacement windows savings annual energy cost northern climate triple pane double pane estimates Google ↗
- What to Look For: DIY Checks and Inspections · energystar.gov
- Energy-Efficient Home Improvement Credit Insulation and Air-Sealing Essentials · energy.gov
- Dense pack cellulose insulation cost: 2026 Installed Price Calculator · remodelingexpense.com
- How Much Does Blown-in Insulation Cost? (2026) · homeguide.com
- Methodology for ENERGY STAR Savings Estimates for Windows · energystar.gov
- Purchasing Energy-Efficient Residential Windows, Doors, and Skylights · energy.gov
- High-Performance (ENERGY STAR) Windows · basc.pnnl.gov
- Methodology for Estimated Energy Savings · energystar.gov
- High Performing Windows or Storm Windows · energystar.gov
- Storm Windows · energystar.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Zone 4 climate window replacement triple pane vs double pane energy savings cost payback cellulose attic insulation R value installed cost DOE ENERGY STAR OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
DOE cellulose insulation R value per inch attic air sealing energy savings windows U factor SHGC climate zone 4 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
ENERGY STAR replacement windows savings annual energy cost northern climate triple pane double pane estimates OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |