Real ChatGPT answer · index seedchXYX2wDF68completeTelecom and utilities · energy efficiencycommercial
Can you compare the pros and cons of solar shingles versus standard rooftop solar arrays specifically regarding long-term durability?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare the pros and cons of solar shingles versus standard rooftop solar arrays specifically regarding long-term durability?
1 real search · 1 real-search pass
solar shingles vs traditional solar panels durability warranties hail wind degradation long term manufacturer specifications 2026Google ↗
OBSERVEDComparison
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 (1)
Classes come from the query-classifier (a local Laya model).
Searches and sources
ChatGPT1 real searches · gpt-6
solar shingles vs traditional solar panels durability warranties hail wind degradation long term manufacturer specifications 2026 Google ↗
- Should I Replace my Rooftop Solar System? · energy.gov
- Life Cycle of Photovoltaic Systems: Install and Commission a Photovoltaic System · energy.gov
- Solar Roof Warranty · checkout.tesla-order.us