Real ChatGPT answer · index seed3tPz0dm456EcompleteHome services and improvement · roofinginformational

My neighbor recommended CertainTeed Landmark architectural shingles for our replacement, how do they compare against standard three tab shingles on durability?

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

The searches the AI actually ran for this prompt.

SEED QUERY
My neighbor recommended CertainTeed Landmark architectural shingles for our replacement, how do they compare against standard three tab shingles on durability?
1 real search · 1 real-search pass
CertainTeed Landmark shingles technical data wind warranty 3 tab shingles durability comparisonGoogle ↗
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 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
CertainTeed Landmark shingles technical data wind warranty 3 tab shingles durability comparison Google ↗
  1. Landmark Shingles · buildsite.com
  2. 3-Tab vs Architectural Shingles: Cost & Lifespan · theroofingbrief.com
  3. Designer Roofing Shingles · hudcoroofing.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CertainTeed Landmark shingles technical data wind warranty 3 tab shingles durability comparison
OBSERVED
Google ↗
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