What are the main problems homeowners run into with solar shingle roof options regarding leaks and energy production during cloudy months?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the main problems homeowners run into with solar shingle roof options regarding leaks and energy production during cloudy months?
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). 1 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
solar shingles roof leak installation warranty repair issues manufacturer guidance NREL Google ↗
solar photovoltaic cloudy weather energy production seasonal winter output NREL Google ↗
- A Consumer’s Guide to Buying a House with Solar Panels · energy.gov
- 2024-012-T-Solar-EB-Warranty-Loss Prevention Materials · munichre.com
- Distributed Solar Quality · nrel.gov
- Solar Photovoltaic Hardening for Resilience – Winter Weather · energy.gov
- Cloudy Days and Solar Arrays | NESDIS | National Environmental Satellite, Data, and Information Service · nesdis.noaa.gov
- Integrating Variable Renewable · docs.nrel.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
solar shingles roof leak installation warranty repair issues manufacturer guidance NREL OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
solar photovoltaic cloudy weather energy production seasonal winter output NREL OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |