Real ChatGPT answer · index seedrumtM43bbrocompleteHome services and improvement · roofingcommercial
I am looking at reviews for Tamko heritage shingles to see if they hold up against high winds as well as people claim.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am looking at reviews for Tamko heritage shingles to see if they hold up against high winds as well as people claim.
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 high wind performance reviews wind warranty failure complaints independent testing Google ↗
TAMKO Heritage shingles wind rating installation requirements warranty 130 mph Google ↗
- ANY STYLE YOU CHOOSE, YOU’RE COVERED. · tamko.com
- APPLICATION INSTRUCTIONS FOR · tamko.com
- P.O. Box 97 · irp.cdn-website.com
- Consumer Reviews of Tamko shingles · roof.info
- TAMKO Shingles Lawsuit | Roofing Problems · classaction.org
- Hurricane Ian Was no Match for the Dempsey’s Home · rooferscoffeeshop.com
- Heritage® Architectural Shingles · 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 high wind performance reviews wind warranty failure complaints independent testing OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
TAMKO Heritage shingles wind rating installation requirements warranty 130 mph OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |