Real ChatGPT answer · index seedxZ4QsiSkrYYcompleteHome services and improvement · solar panelsinformational

Does cleaning dust off solar panels really make a noticeable difference in energy output or am I just wasting water up on my roof?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Does cleaning dust off solar panels really make a noticeable difference in energy output or am I just wasting water up on my roof?
2 real searches · 1 real-search pass
solar panel soiling losses dust cleaning energy output study NREL cleaning rainfallGoogle ↗
OBSERVED
California rooftop solar panel cleaning dust soiling energy loss studyGoogle ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
solar panel soiling losses dust cleaning energy output study NREL cleaning rainfall Google ↗
California rooftop solar panel cleaning dust soiling energy loss study Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
solar panel soiling losses dust cleaning energy output study NREL cleaning rainfall
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
California rooftop solar panel cleaning dust soiling energy loss study
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1