Real ChatGPT answer · index seed2uDMGkLItdkcompleteHome services and improvement · roofingcomparison
Contrast the effectiveness of automatic self-regulating roof de-icing cables with manual steam-mop ice dam removal services for preventing structural water backup under architectural shingles.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Contrast the effectiveness of automatic self-regulating roof de-icing cables with manual steam-mop ice dam removal services for preventing structural water backup under architectural shingles.
3 real searches · 1 real-search pass
self regulating roof deicing cable ice dams effectiveness installation limitations architectural shingles building scienceGoogle ↗
OBSERVEDReason
steam ice dam removal low pressure steam roof shingles damage professional guidanceGoogle ↗
OBSERVEDConsequence
ice dams causes attic air sealing insulation ventilation water backup under shingles building scienceGoogle ↗
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). 1 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
self regulating roof deicing cable ice dams effectiveness installation limitations architectural shingles building science Google ↗
steam ice dam removal low pressure steam roof shingles damage professional guidance Google ↗
ice dams causes attic air sealing insulation ventilation water backup under shingles building science Google ↗
- Questions and Answers for Self-Regulating Roof Deicing Cable · warmlyyours.com
- Video: Roof & Gutter Deicing Cable Guide · myprojects.warmlyyours.com
- CEPI-82-21 Part II · iccsafe.org
- Building America Best Practices Series: Volume 12. Energy Renovations-Insulation: A Guide for Contractors to Share With Homeowners · energy.gov
- Attic Air Sealing, Insulating, and Ventilating for Ice Dam Prevention · basc.pnnl.gov
- BSD-135: Ice Dams · buildingscience.com
- Construct Roofs and Attics for Ice Dam Prevention · basc.pnnl.gov
- Eaves Sealed in Cold Climates · bsesc.energy.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
self regulating roof deicing cable ice dams effectiveness installation limitations architectural shingles building science OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
steam ice dam removal low pressure steam roof shingles damage professional guidance OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
ice dams causes attic air sealing insulation ventilation water backup under shingles building science OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |