Real ChatGPT answer · index seedzp7YycjHdFQcompleteHome services and improvement · roofingcomparison

What do recent contractor forums say about the installation difficulty and waste factor of GAF Timberline HDZ versus Owens Corning shingles?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What do recent contractor forums say about the installation difficulty and waste factor of GAF Timberline HDZ versus Owens Corning shingles?
1 real search · 1 real-search pass
contractor forum GAF Timberline HDZ vs Owens Corning Duration installation difficulty waste factor shingle waste roofing contractorsGoogle ↗
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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
contractor forum GAF Timberline HDZ vs Owens Corning Duration installation difficulty waste factor shingle waste roofing contractors Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
contractor forum GAF Timberline HDZ vs Owens Corning Duration installation difficulty waste factor shingle waste roofing contractors
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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