Real ChatGPT answer · index seedbR5dR3yprU8completeHome services and improvement · solar panelsinformational

How does heavy accumulated snow affect solar panel generation efficiency over a typical week, and is it ever worth getting up on a slippery roof to clear it?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does heavy accumulated snow affect solar panel generation efficiency over a typical week, and is it ever worth getting up on a slippery roof to clear it?
2 real searches · 1 real-search pass
solar photovoltaic panels snow coverage energy production snow shedding study NRELGoogle ↗
OBSERVED
solar panel snow removal roof safety do not climb slippery roof guidanceGoogle ↗
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 photovoltaic panels snow coverage energy production snow shedding study NREL Google ↗
solar panel snow removal roof safety do not climb slippery roof guidance Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
solar photovoltaic panels snow coverage energy production snow shedding study NREL
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
solar panel snow removal roof safety do not climb slippery roof guidance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1