Real ChatGPT answer · index seed2xjzyiyZrngcompleteHome services and improvement · solar panelshowto
What is the safest way to wash heavy dust and industrial grime off a large rooftop solar array to get our energy production back up to peak efficiency?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the safest way to wash heavy dust and industrial grime off a large rooftop solar array to get our energy production back up to peak efficiency?
1 real search · 1 real-search pass
NREL photovoltaic module cleaning best practices deionized water industrial soiling safety rooftop solar maintenanceGoogle ↗
OBSERVEDInstruction
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). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
NREL photovoltaic module cleaning best practices deionized water industrial soiling safety rooftop solar maintenance Google ↗
- Best Practices in Photovoltaic System Operations and Maintenance: 2nd Edition · sunspec.org
- Best Practices for Operation and · docs.nrel.gov
- Solar Operations and Maintenance Resources for Plant Operators · energy.gov
- 6. Installation, Operations, and Maintenance · docs.nrel.gov
- Life Cycle of Photovoltaic Systems: Operate and Maintain an Existing Photovoltaic System · energy.gov