Real ChatGPT answer · index seedLuLgoUYPyHAcompleteHome services and improvement · roofinginformational
What factors drive up the total metal roof installation cost when retrofitting over an existing layer of asphalt shingles in a heavy snow region?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What factors drive up the total metal roof installation cost when retrofitting over an existing layer of asphalt shingles in a heavy snow region?
2 real searches · 1 real-search pass
metal roof installation over existing asphalt shingles snow load structural requirements ice dams snow guards building code guidanceGoogle ↗
OBSERVEDInstruction
metal roof installation over asphalt shingles snow load structural requirements ice dams underlayment building code guidanceGoogle ↗
OBSERVEDInstruction
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
metal roof installation over existing asphalt shingles snow load structural requirements ice dams snow guards building code guidance Google ↗
metal roof installation over asphalt shingles snow load structural requirements ice dams underlayment building code guidance Google ↗
- Managing Snow Loads on Roofs and Decks · basc.pnnl.gov
- Roof Guide: Codes & Standards – Insurance Institute for Business & Home Safety · ibhs.org
- Metal Roofs · basc.pnnl.gov
- Risk Management SeriesSnow Load Safety GuideFEMA P · fema.gov
- Construct Roofs and Attics for Ice Dam Prevention · basc.pnnl.gov
- CHAPTER 9 ROOF ASSEMBLIES · codes.iccsafe.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
metal roof installation over existing asphalt shingles snow load structural requirements ice dams snow guards building code guidance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
metal roof installation over asphalt shingles snow load structural requirements ice dams underlayment building code guidance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |