Real ChatGPT answer · index seedMas6aLAUJEocompleteHome services and improvement · roofingbrand

Are CertainTeed Landmark shingles actually worth the higher price compared to standard 3-tab options for my commercial warehouse roof in Minnesota?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are CertainTeed Landmark shingles actually worth the higher price compared to standard 3-tab options for my commercial warehouse roof in Minnesota?
2 real searches · 1 real-search pass
CertainTeed Landmark shingles warranty wind rating 3-tab comparison Minnesota commercial roof asphalt shinglesGoogle ↗
OBSERVED
Minnesota commercial building roofing code ice barrier snow load asphalt shingles low slope requirementsGoogle ↗
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 warranty wind rating 3-tab comparison Minnesota commercial roof asphalt shingles Google ↗
Minnesota commercial building roofing code ice barrier snow load asphalt shingles low slope requirements Google ↗
  1. Landmark® · certainteed.com
  2. Landmark ClimateFlex · totalcladdingandroofing.com
  3. LANDMARK SERIES · atlasmn.com
  4. Landmark Shingles · buildsite.com
  5. 2026 Shingle Brand Comparison Report (7 Brands) · theroofingbrief.com
  6. Reroofing Information Sheet · bloomingtonmn.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CertainTeed Landmark shingles warranty wind rating 3-tab comparison Minnesota commercial roof asphalt shingles
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Minnesota commercial building roofing code ice barrier snow load asphalt shingles low slope requirements
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1