Real ChatGPT answer · index seedGalXWyTzd6McompleteHome services and improvement · roofingcomparison

What should our roofing company tell homeowners who ask if architectural shingles justify the extra cost over traditional three tab products in todays market?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What should our roofing company tell homeowners who ask if architectural shingles justify the extra cost over traditional three tab products in todays market?
1 real search · 1 real-search pass
2026 asphalt roofing shingle material cost architectural vs three tab price difference manufacturer wind warranty comparisonGoogle ↗
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
2026 asphalt roofing shingle material cost architectural vs three tab price difference manufacturer wind warranty comparison Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 asphalt roofing shingle material cost architectural vs three tab price difference manufacturer wind warranty comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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