Real ChatGPT answer · index seedEBEP5SYmzcYcompleteHome services and improvement · roofingcommercial
What are the current cost estimates for upgrading attic ventilation and adding insulation in a standard two thousand square foot house
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the current cost estimates for upgrading attic ventilation and adding insulation in a standard two thousand square foot house
3 real searches · 1 real-search pass
2026 attic insulation installation cost per square foot blown in fiberglass cellulose average cost United StatesGoogle ↗
OBSERVEDShort fact
2026 attic ventilation upgrade cost ridge vent soffit vents attic fan installation costGoogle ↗
OBSERVEDComparison
Massachusetts attic insulation cost 2026 Mass Save rebates attic insulation ventilationGoogle ↗
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 installation cost per square foot blown in fiberglass cellulose average cost United States Google ↗
2026 attic ventilation upgrade cost ridge vent soffit vents attic fan installation cost Google ↗
Massachusetts attic insulation cost 2026 Mass Save rebates attic insulation ventilation Google ↗
- How Much Does Blown-In Insulation Cost? [2026 Data] · angi.com
- How Much Does Attic Insulation Cost? [2026 Data] · angi.com
- Attic Fan Installation Cost [2026 Data] · angi.com
- How Much Does a Roof Ridge Vent Cost to Install? [2026 Data] · angi.com
- Enhanced Weatherization Incentive · masssave.com
- Income Eligible Services · nationalgridus.com
- Weatherization Upgrades | Home Energy Assessments · masssave.com
- Weatherization Assistance Program (WAP) · mass.gov
- Mass Save programs and incentives · masssave.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 attic insulation installation cost per square foot blown in fiberglass cellulose average cost United States OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
2026 attic ventilation upgrade cost ridge vent soffit vents attic fan installation cost OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Massachusetts attic insulation cost 2026 Mass Save rebates attic insulation ventilation OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |