Is a Tamko Heritage shingle roof going to last twenty years in Florida humidity or do I need to switch brands before the crew starts at 7 AM
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is a Tamko Heritage shingle roof going to last twenty years in Florida humidity or do I need to switch brands before the crew starts at 7 AM
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 Florida warranty wind rating algae resistance installation instructions 2026 Google ↗
Florida roofing shingle life expectancy humidity heat ventilation asphalt shingles 20 years Google ↗
- Heritage® Architectural Shingles · tamko.com
- HERITAGE® ARCHITECTURAL ASPHALT SHINGLES MANUF · tamko.com
- TAMKO Launches New Limited Lifetime Warranty · tamko.com
- floridabuilding.org · floridabuilding.org
- Weathered Wood · tamko.com
- Application Instructions for · floridabuilding.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
TAMKO Heritage shingles Florida warranty wind rating algae resistance installation instructions 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Florida roofing shingle life expectancy humidity heat ventilation asphalt shingles 20 years OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |