Real ChatGPT answer · index seedBWyt3aSpobccompleteHome services and improvement · solar panelscomparison
Does professional cleaning of dusty glass surfaces actually improve power output enough to justify the cost for a mid sized home system
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Does professional cleaning of dusty glass surfaces actually improve power output enough to justify the cost for a mid sized home system
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
residential solar panel soiling losses cleaning economics professional cleaning cost payback NREL study dust Google ↗
Florida rooftop solar panel cleaning soiling rainfall dust production losses study Google ↗
- NREL Research Finds Rain Not Enough To Wash Pollen From Solar Panels · nrel.gov
- Addressing Soiling: From Interface · nrel.gov
- Cleaning of Photovoltaic Modules through Rain: Experimental Study and Modeling Approaches - Norde Santos - 2024 - Solar RRL · onlinelibrary.wiley.com
- Addressing Soiling: From Interface · docs.nrel.gov
- Soiling, Cleaning, and Abrasion: The Results of the Five-Year Photovoltaic Glass Coating Field Study · research-hub.nlr.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
residential solar panel soiling losses cleaning economics professional cleaning cost payback NREL study dust OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Florida rooftop solar panel cleaning soiling rainfall dust production losses study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |