What do independent consumer reports say about whether Tamko Heritage shingles hold up well against heavy Utah snow loads and ice dams?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do independent consumer reports say about whether Tamko Heritage shingles hold up well against heavy Utah snow loads and ice dams?
3 real searches · 1 real-search pass
Tamko Heritage shingles independent reviews consumer reports snow ice dams performance complaints durabilityGoogle ↗
OBSERVEDReason
Tamko Heritage shingle reviews warranty wind resistance ice dam snow load Utah roofing independentGoogle ↗
OBSERVEDReason
Utah roof snow load ice dams asphalt shingles underlayment ventilation building scienceGoogle ↗
OBSERVEDReason
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). 1 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 independent reviews consumer reports snow ice dams performance complaints durability Google ↗
Tamko Heritage shingle reviews warranty wind resistance ice dam snow load Utah roofing independent Google ↗
Utah roof snow load ice dams asphalt shingles underlayment ventilation building science Google ↗
- Tamko Heritage Roofing Review · consumerreports.org
- Roofing Ratings & Reviews · consumerreports.org
- Best Roofing Reviews – Consumer Reports Reviews · consumerreports.org
- Tamko Heritage Shingles: 2022 Product Review · roofinginsights.com
- Tamko Heritage Shingles: 2022 Product Review · radianserp.roofinginsights.com
- Consumer Reviews of Tamko shingles · roof.info
- Consumer Reviews of Tamko shingles · roof.info
- APPLICATION INSTRUCTIONS FOR · tamko.com
- SECTION 07 13 13 · tamko.com
- APPLICATION INSTRUCTIONS FOR · tamko.com
- APPLICATION INSTRUCTIONS FOR · tamko.com
- Eaves Sealed in Cold Climates · bsesc.energy.gov
- Sealing Eaves with Self-Sealing Membrane · bsesc.energy.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Tamko Heritage shingles independent reviews consumer reports snow ice dams performance complaints durability OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Tamko Heritage shingle reviews warranty wind resistance ice dam snow load Utah roofing independent OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Utah roof snow load ice dams asphalt shingles underlayment ventilation building science OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |