Real ChatGPT answer · index seedmTnM6OHeBV8completeHome services and improvement · roofinginformational
What are people saying about Tamko heritage shingles durability in regions with heavy winter snowfall and ice dams?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are people saying about Tamko heritage shingles durability in regions with heavy winter snowfall and ice dams?
3 real searches · 1 real-search pass
TAMKO Heritage shingles heavy snow ice dams durability homeowner reviews winter performanceGoogle ↗
OBSERVEDReason
site:reddit.com TAMKO Heritage shingles snow ice dams winter durabilityGoogle ↗
OBSERVEDOther / navigational
TAMKO Heritage shingles warranty wind cold weather installation instructions ice dam underlaymentGoogle ↗
OBSERVEDInstruction
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
TAMKO Heritage shingles heavy snow ice dams durability homeowner reviews winter performance Google ↗
site:reddit.com TAMKO Heritage shingles snow ice dams winter durability Google ↗
TAMKO Heritage shingles warranty wind cold weather installation instructions ice dam underlayment Google ↗
- Consumer Reviews of Tamko shingles · roof.info
- Consumer Reviews of Tamko shingles · roof.info
- Tamko Heritage Shingles: 2022 Product Review · roofinginsights.com
- APPLICATION INSTRUCTIONS FOR · tamko.com
- Heritage® Architectural Shingles · tamko.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
TAMKO Heritage shingles heavy snow ice dams durability homeowner reviews winter performance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
site:reddit.com TAMKO Heritage shingles snow ice dams winter durability OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
TAMKO Heritage shingles warranty wind cold weather installation instructions ice dam underlayment OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |