Real ChatGPT answer · index seedDyI8HFRUcH4completeHome services and improvement · roofinginformational

I am looking for contractor-focused data regarding the wind uplift ratings of Tamko Heritage shingles when installed with four nails versus six nails.

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I am looking for contractor-focused data regarding the wind uplift ratings of Tamko Heritage shingles when installed with four nails versus six nails.
2 real searches · 1 real-search pass
TAMKO Heritage shingles installation instructions four nails six nails wind resistance rating mph PDFGoogle ↗
OBSERVED
TAMKO Heritage shingles six nail installation wind warranty wind uplift rating ASTM D testGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
TAMKO Heritage shingles installation instructions four nails six nails wind resistance rating mph PDF Google ↗
TAMKO Heritage shingles six nail installation wind warranty wind uplift rating ASTM D test Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
TAMKO Heritage shingles installation instructions four nails six nails wind resistance rating mph PDF
OBSERVED
Google ↗
AI Mode ↗
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of 1
TAMKO Heritage shingles six nail installation wind warranty wind uplift rating ASTM D test
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1