Real ChatGPT answer · index seedhVWncIub0tccompleteTelecom and utilities · energy efficiencycommercial
What are the pros and cons of installing solar shingles instead of regular solar panels on a standard suburban house roof
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the pros and cons of installing solar shingles instead of regular solar panels on a standard suburban house roof
1 real search · 1 real-search pass
2026 solar shingles vs traditional solar panels cost efficiency lifespan installation comparison US EnergySageGoogle ↗
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
2026 solar shingles vs traditional solar panels cost efficiency lifespan installation comparison US EnergySage Google ↗
- Solar Shingles: Is The Look Worth The Price? · energysage.com
- Tesla Solar Roof vs. Solar Panels: What is Best for You? · energysage.com
- IURC 2026 ANNUAL REPORT · in.gov
- Indiana Office of Utility Consumer Counselor: Green Power · in.gov