Real ChatGPT answer · index seedPuEltxSskZgcompleteHome services and improvement · cleaning servicesinformational
How often do solar panels actually need to be washed to maintain efficiency without wasting money on unnecessary professional visits?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How often do solar panels actually need to be washed to maintain efficiency without wasting money on unnecessary professional visits?
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
solar panel cleaning frequency rain dust efficiency soiling research NREL residential maintenance Google ↗
Utah Salt Lake City solar panel cleaning dust snow rain maintenance recommendations Google ↗
- NREL Research Finds Rain Not Enough To Wash Pollen From Solar Panels · nrel.gov
- Cleaning of Photovoltaic Modules through Rain: Experimental Study and Modeling Approaches - Norde Santos - 2024 - Solar RRL · onlinelibrary.wiley.com
- Solar Photovoltaic · pnnl.gov
- Addressing Soiling: From Interface · nrel.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
solar panel cleaning frequency rain dust efficiency soiling research NREL residential maintenance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Utah Salt Lake City solar panel cleaning dust snow rain maintenance recommendations OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |