Real ChatGPT answer · index seed6ImmBbODja4completeHome services and improvement · roofingcomparison
How do Tamko shingles stack up against CertainTeed when a first time homeowner is on a strict budget?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do Tamko shingles stack up against CertainTeed when a first time homeowner is on a strict budget?
1 real search · 1 real-search pass
TAMKO Heritage vs CertainTeed Landmark shingles price warranty wind resistance comparison 2026Google ↗
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
TAMKO Heritage vs CertainTeed Landmark shingles price warranty wind resistance comparison 2026 Google ↗
- # Maximize Your Roof’s Performance · tamko.com
- LIMITED LIFETIME WARRANTY · tamko.com
- CertainTeed Landmark Shingles vs. TAMKO Heritage Shingles · billraganroofing.com