Real ChatGPT answer · index seeddxmnyxhO8g4completeHome services and improvement · solar panelsinformational

How much does dust and debris on commercial glass panels reduce energy output, and what is the best way to clean a large rooftop array?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How much does dust and debris on commercial glass panels reduce energy output, and what is the best way to clean a large rooftop array?
1 real search · 1 real-search pass
NREL photovoltaic soiling losses solar panel cleaning best practices commercial rooftop deionized water safety guidelinesGoogle ↗
OBSERVED

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.

Classifying 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
NREL photovoltaic soiling losses solar panel cleaning best practices commercial rooftop deionized water safety guidelines Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
NREL photovoltaic soiling losses solar panel cleaning best practices commercial rooftop deionized water safety guidelines
OBSERVED
Google ↗
AI Mode ↗
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