Real ChatGPT answer · index seed7W9T39xZutwcompleteHome services and improvement · roofingcommercial
Are Tamko heritage shingles a good budget-friendly option for someone who just bought their first house and needs a 30-year roof?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are Tamko heritage shingles a good budget-friendly option for someone who just bought their first house and needs a 30-year roof?
2 real searches · 1 real-search pass
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
TAMKO Heritage shingles official warranty 30 year limited warranty wind algae specs 2026 Google ↗
TAMKO Heritage architectural shingles independent reviews durability contractor feedback Google ↗
- Heritage® Architectural Shingles · tamko.com
- Maximize Your Roof’s Performance · cdntamkowebsiteprod.azureedge.net
- Roofing Warranty Center · tamko.com
- Tamko Heritage Roofing Review · consumerreports.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
TAMKO Heritage shingles official warranty 30 year limited warranty wind algae specs 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
TAMKO Heritage architectural shingles independent reviews durability contractor feedback OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |