Real ChatGPT answer · index seedEtvL92Vj050completeHome services and improvement · roofingcommercial
How do Tamko heritage shingles perform in hot, humid southern climates compared to colder northern winters?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do Tamko heritage shingles perform in hot, humid southern climates compared to colder northern winters?
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). 2 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 technical specifications algae resistance wind warranty installation temperature official Google ↗
TAMKO Heritage shingles hot humid climate performance cold weather freeze thaw manufacturer Google ↗
- Heritage® Architectural Shingles · tamko.com
- HERITAGE® ARCHITECTURAL ASPHALT SHINGLES MANUF · tamko.com
- Shown in Weathered Wood · tamko.com
- Residential Roofing Shingles · tamko.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
TAMKO Heritage shingles technical specifications algae resistance wind warranty installation temperature official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
TAMKO Heritage shingles hot humid climate performance cold weather freeze thaw manufacturer OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |