Real ChatGPT answer · index seedTxIoi4bUMIkcompleteHome services and improvement · cleaning servicesinformational
How often do solar panels actually need professional cleaning to maintain peak efficiency without breaking my monthly maintenance budget
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How often do solar panels actually need professional cleaning to maintain peak efficiency without breaking my monthly maintenance budget
1 real search · 1 real-search pass
residential solar panel cleaning frequency professional cleaning rainfall Florida guidance NREL DOEGoogle ↗
OBSERVEDReason
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
residential solar panel cleaning frequency professional cleaning rainfall Florida guidance NREL DOE Google ↗
- NREL Research Finds Rain Not Enough To Wash Pollen From Solar Panels · nrel.gov
- Solar Photovoltaic · pnnl.gov