Is it worth paying a contractor to upgrade our old fiberglass attic insulation to blown in cellulose before winter, or can my husband and I DIY this weekend safely?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it worth paying a contractor to upgrade our old fiberglass attic insulation to blown in cellulose before winter, or can my husband and I DIY this weekend safely?
3 real searches · 1 real-search pass
Massachusetts attic insulation recommended R value R-49 R-60 air sealing cellulose safety guidanceGoogle ↗
OBSERVEDInstruction
DOE attic insulation air sealing before adding insulation recessed lights chimneys ventilation bafflesGoogle ↗
OBSERVEDReason
EPA attic insulation vermiculite asbestos do not disturb fiberglass celluloseGoogle ↗
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
Massachusetts attic insulation recommended R value R-49 R-60 air sealing cellulose safety guidance Google ↗
DOE attic insulation air sealing before adding insulation recessed lights chimneys ventilation baffles Google ↗
EPA attic insulation vermiculite asbestos do not disturb fiberglass cellulose Google ↗
- My attic has vermiculite insulation in it. Am I at risk? Should I take it out? · epa.gov
- Protect Your Family from Asbestos-Contaminated Vermiculite Insulation · epa.gov
- Weatherizing Your Property's Attic · goclean.masscec.com
- Weatherizing Your Attic With Mass Save® · goclean.masscec.com
- Attic Air Sealing Project · energystar.gov
- Blown Insulation in Existing Attics · bsesc.energy.gov
- Insulation and Air Sealing | Residential · masssave.com
- Everyone Can Take Climate Action · mass.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Massachusetts attic insulation recommended R value R-49 R-60 air sealing cellulose safety guidance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
DOE attic insulation air sealing before adding insulation recessed lights chimneys ventilation baffles OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
EPA attic insulation vermiculite asbestos do not disturb fiberglass cellulose OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |