Real ChatGPT answer · index seedFqRxYFHi8aAcompleteTelecom and utilities · energy efficiencycommercial
I keep hearing about solar shingle roof options, but how do they actually compare in cost and efficiency to traditional solar panels for a single-family house?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I keep hearing about solar shingle roof options, but how do they actually compare in cost and efficiency to traditional solar panels for a single-family house?
1 real search · 1 real-search pass
2026 2025 solar shingles cost per watt efficiency vs traditional solar panels residential Tesla Solar Roof GAF Timberline SolarGoogle ↗
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 2025 solar shingles cost per watt efficiency vs traditional solar panels residential Tesla Solar Roof GAF Timberline Solar Google ↗
- Solar Shingles: Is The Look Worth The Price? · energysage.com
- Tesla Solar Roof review: As expensive as it looks · energysage.com
- Solar Panel Cost in 2026: Prices by Size & State · solar.com
- How Much Do Solar Shingles Cost in 2026? · fixr.com