Real ChatGPT answer · index seedyciCvNnFIxIcompleteHome services and improvement · roofinghowto

Is CertainTeed Landmark shingle quality actually worth the extra money compared to the cheap builder-grade stuff my contractor is trying to talk me into buying?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is CertainTeed Landmark shingle quality actually worth the extra money compared to the cheap builder-grade stuff my contractor is trying to talk me into buying?
2 real searches · 1 real-search pass
CertainTeed Landmark shingles specifications warranty wind rating comparison builder grade architectural 3 tab officialGoogle ↗
OBSERVED
CertainTeed Landmark shingles Georgia climate roof installation warranty SureStart officialGoogle ↗
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 Landmark shingles specifications warranty wind rating comparison builder grade architectural 3 tab official Google ↗
CertainTeed Landmark shingles Georgia climate roof installation warranty SureStart official Google ↗
  1. Landmark Shingles · buildsite.com
  2. Landmark Shingles · buildsite.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CertainTeed Landmark shingles specifications warranty wind rating comparison builder grade architectural 3 tab official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
CertainTeed Landmark shingles Georgia climate roof installation warranty SureStart official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1