Real ChatGPT answer · index seedOvpEpaskqkscompleteReal estate · new constructioncomparison

Can you tell me if paying extra for architectural asphalt shingles provides any real longevity advantage over standard three tab shingles on a new roof installation?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you tell me if paying extra for architectural asphalt shingles provides any real longevity advantage over standard three tab shingles on a new roof installation?
2 real searches · 1 real-search pass
three tab vs architectural asphalt shingles lifespan wind resistance manufacturer warranty technical differencesGoogle ↗
OBSERVED
asphalt roofing shingles ventilation installation impact service life NRCA manufacturer architectural three tabGoogle ↗
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
three tab vs architectural asphalt shingles lifespan wind resistance manufacturer warranty technical differences Google ↗
asphalt roofing shingles ventilation installation impact service life NRCA manufacturer architectural three tab Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
three tab vs architectural asphalt shingles lifespan wind resistance manufacturer warranty technical differences
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
asphalt roofing shingles ventilation installation impact service life NRCA manufacturer architectural three tab
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1