Real ChatGPT answer · index seedfv94xuLeyUIcompleteHome services and improvement · roofingcommercial
What do roofing experts recommend as the most effective ice dam prevention methods for older homes with poor attic insulation?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do roofing experts recommend as the most effective ice dam prevention methods for older homes with poor attic insulation?
3 real searches · 1 real-search pass
Building America Solution Center ice dams air sealing insulation ventilation attic older homes recommendationsGoogle ↗
OBSERVEDInstruction
ENERGY STAR ice dams attic air sealing insulation ventilation roof coldGoogle ↗
OBSERVEDReason
University of Minnesota ice dams prevention attic air sealing insulation ventilationGoogle ↗
OBSERVEDReason
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
Building America Solution Center ice dams air sealing insulation ventilation attic older homes recommendations Google ↗
ENERGY STAR ice dams attic air sealing insulation ventilation roof cold Google ↗
University of Minnesota ice dams prevention attic air sealing insulation ventilation Google ↗
- Attic Air Sealing, Insulating, and Ventilating for Ice Dam Prevention · basc.pnnl.gov
- About Attic Ventilation · energystar.gov
- Construct Roofs and Attics for Ice Dam Prevention · basc.pnnl.gov
- Air Sealing and Insulating Ceilings in Vented Attics · basc.pnnl.gov
- Dealing with and preventing ice dams · extension.umn.edu
- Dealing with Ice Dams · mncee.org
- Attic Air Sealing and Insulation · basc.pnnl.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Building America Solution Center ice dams air sealing insulation ventilation attic older homes recommendations OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
ENERGY STAR ice dams attic air sealing insulation ventilation roof cold OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
University of Minnesota ice dams prevention attic air sealing insulation ventilation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |