Real ChatGPT answer · index seedVmUYD8rsQDscompleteTelecom and utilities · energy efficiencyinformational
How much does it actually cost to upgrade attic insulation in an older home and what is the typical payback period?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How much does it actually cost to upgrade attic insulation in an older home and what is the typical payback period?
3 real searches · 1 real-search pass
2026 attic insulation cost installed average United States cost per square footGoogle ↗
OBSERVEDShort fact
2026 attic insulation installation cost per square foot blown in fiberglass cellulose older home air sealing costGoogle ↗
OBSERVEDComparison
ENERGY STAR attic insulation savings payback air sealing insulation heating cooling costs TexasGoogle ↗
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). 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 attic insulation cost installed average United States cost per square foot Google ↗
2026 attic insulation installation cost per square foot blown in fiberglass cellulose older home air sealing cost Google ↗
ENERGY STAR attic insulation savings payback air sealing insulation heating cooling costs Texas Google ↗
- How Much Does Attic Insulation Cost? [2026 Data] · angi.com
- How Much Does It Cost to Insulate an Attic? [2025 Data] · homeadvisor.com
- How Much Does Blown-In Insulation Cost? [2026 Data] · angi.com
- Methodology for Estimated Energy Savings · energystar.gov
- Rule Your Attic! For Comfort and Savings · energystar.gov
- Recommended Home Insulation R–Values · energystar.gov
- What to Look For: DIY Checks and Inspections · energystar.gov
- Inflation Reduction Act Rebates and Tax Credits · comptroller.texas.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 attic insulation cost installed average United States cost per square foot OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
2026 attic insulation installation cost per square foot blown in fiberglass cellulose older home air sealing cost OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
ENERGY STAR attic insulation savings payback air sealing insulation heating cooling costs Texas OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |