Real ChatGPT answer · index seedkMljgPFUJwMcompleteHome services and improvement · roofingcomparison
Budget roofing options are my main priority so can you tell me if Tamko Heritage shingles hold up well over ten years compared to more expensive brands?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Budget roofing options are my main priority so can you tell me if Tamko Heritage shingles hold up well over ten years compared to more expensive 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
TAMKO Heritage shingles warranty wind resistance algae protection product specifications 2026 Google ↗
TAMKO Heritage shingles long term durability reviews Texas heat hail comparison GAF Owens Corning CertainTeed Google ↗
- here · tamko.com
- HERITAGE® ARCHITECTURAL ASPHALT SHINGLES MANUF · tamko.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
TAMKO Heritage shingles warranty wind resistance algae protection product specifications 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
TAMKO Heritage shingles long term durability reviews Texas heat hail comparison GAF Owens Corning CertainTeed OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |