Real ChatGPT answer · index seedXjG4L2RDqjwcompleteHome services and improvement · roofinginformational

What makes architectural shingles more expensive than three tab, and do they actually last ten years longer in heavy storm areas?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What makes architectural shingles more expensive than three tab, and do they actually last ten years longer in heavy storm areas?
2 real searches · 1 real-search pass
architectural vs 3 tab asphalt shingles wind resistance lifespan manufacturer warranty heavy wind storm areasGoogle ↗
OBSERVED
FEMA asphalt shingle roof wind resistance installation sealed shingles hurricane wind performanceGoogle ↗
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
architectural vs 3 tab asphalt shingles wind resistance lifespan manufacturer warranty heavy wind storm areas Google ↗
FEMA asphalt shingle roof wind resistance installation sealed shingles hurricane wind performance Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
architectural vs 3 tab asphalt shingles wind resistance lifespan manufacturer warranty heavy wind storm areas
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
FEMA asphalt shingle roof wind resistance installation sealed shingles hurricane wind performance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1