Real ChatGPT answer · index seedAgQ04umNZ3wcompleteTelecom and utilities · energy efficiencycommercial
What do recent consumer reports say about the durability and wind resistance of modern solar shingle roofing systems compared to standard panels?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do recent consumer reports say about the durability and wind resistance of modern solar shingle roofing systems compared to standard panels?
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
2025 2026 consumer reports solar shingles durability wind resistance compared rooftop solar panels Consumer Reports Google ↗
solar shingles wind rating durability warranty UL 7103 Tesla Solar Roof GAF Timberline Solar wind resistance independent testing 2025 Google ↗
- Roofing Buying Guide · consumerreports.org
- Best Roofing Reviews – Consumer Reports Reviews · consumerreports.org
- GAF Energy Timberline Solar® ES 2: Solar Shingles · uat.gaf.com
- It’s a Timberline® roof. With solar energy. · documents.gaf.com
- System Specifications · energylibrary.tesla.com
- Report prepared for public access on 5/8/2026 7:02:33 PM · bpdirectory.intertek.com
- IBHS Research Reveals Critical Links in Asphalt Shingle Wind Performance After 10 Years of Aging – Insurance Institute for Business & Home Safety · ibhs.org
- Roof Aging Farm: 10-Year WIND Performance of Asphalt Shingles Research – Insurance Institute for Business & Home Safety · ibhs.org
- Roof 101 – Insurance Institute for Business & Home Safety · ibhs.org
- Asphalt Shingle Product and Test Standards · asphaltroofing.org
- Roof Anchor System for Solar Panels · basc.pnnl.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 2026 consumer reports solar shingles durability wind resistance compared rooftop solar panels Consumer Reports OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
solar shingles wind rating durability warranty UL 7103 Tesla Solar Roof GAF Timberline Solar wind resistance independent testing 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |