Real ChatGPT answer · index seedx3xdGssEyhgcompleteHome services and improvement · roofingcommercial
What do recent consumer reports say about Tamko heritage shingles durability compared to architectural shingles from other major brands?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do recent consumer reports say about Tamko heritage shingles durability compared to architectural shingles from other major brands?
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.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2025 2026 TAMKO Heritage shingles durability consumer reviews comparison GAF CertainTeed Owens Corning architectural shingles Google ↗
TAMKO Heritage shingles reviews durability wind algae warranty consumer complaints 2025 2026 Google ↗
- Tamko Heritage Roofing Review · consumerreports.org
- Roofing Ratings & Reviews · consumerreports.org
- Consumer Reviews of Tamko shingles · roof.info
- TAMKO Building Products, LLC | BBB Complaints · bbb.org
- Tamko Heritage Shingles Defect Allows Moisture Intrusion, Class Action Lawsuit Alleges · classaction.org
- Heritage® Architectural Shingles · tamko.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 2026 TAMKO Heritage shingles durability consumer reviews comparison GAF CertainTeed Owens Corning architectural shingles OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
TAMKO Heritage shingles reviews durability wind algae warranty consumer complaints 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |