Real ChatGPT answer · index seedXbLDqEFFjUwcompleteHome services and improvement · roofingbrand

Is CertainTeed Integrity Roof System worth the extra money over local contractor generic brand shingles when every dollar counts

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is CertainTeed Integrity Roof System worth the extra money over local contractor generic brand shingles when every dollar counts
2 real searches · 1 real-search pass
CertainTeed Integrity Roof System components warranty requirements shingles underlayment ventilation officialGoogle ↗
OBSERVED
architectural asphalt shingles roof installation quality flashing underlayment ventilation importance NRCAGoogle ↗
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
CertainTeed Integrity Roof System components warranty requirements shingles underlayment ventilation official Google ↗
architectural asphalt shingles roof installation quality flashing underlayment ventilation importance NRCA Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CertainTeed Integrity Roof System components warranty requirements shingles underlayment ventilation official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
architectural asphalt shingles roof installation quality flashing underlayment ventilation importance NRCA
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1