Real ChatGPT answer · index seedrrk1U2nECXYcompleteTelecom and utilities · energy efficiencyinformational
Are integrated solar shingle systems durable enough to last twenty years without losing efficiency, and how does that compare to standard rack mounted solar panels?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are integrated solar shingle systems durable enough to last twenty years without losing efficiency, and how does that compare to standard rack mounted solar 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
integrated solar shingles durability 25 year warranty degradation rate Tesla Solar Roof GAF Timberline Solar warranty Google ↗
standard solar panels typical annual degradation rate 25 year performance warranty NREL study solar module degradation Google ↗
- Solar Roof Warranty · energylibrary.tesla.com
- Solar Roof Warranty · checkout.tesla-order.us
- Onymous early-life performance degradation analysis of recent photovoltaic module technologies – Publications · sandia.gov
- PV Lifetime Project · nrel.gov
- PV Lifetime Project - 2025 NLR Annual Report · research-hub.nlr.gov
- Life After 30 Years - A PV System in Colorado · research-hub.nlr.gov
- Spring 2024 · docs.nrel.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
integrated solar shingles durability 25 year warranty degradation rate Tesla Solar Roof GAF Timberline Solar warranty OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
standard solar panels typical annual degradation rate 25 year performance warranty NREL study solar module degradation OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |