Real ChatGPT answer · index seed0tn3BuiZYYgcompleteHome services and improvement · solar panelscomparison

We live in a snowy region and need to know the ideal roof tilt angle for solar panels to shed snow naturally during winter without sacrificing too much summer generation.

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

The searches the AI actually ran for this prompt.

SEED QUERY
We live in a snowy region and need to know the ideal roof tilt angle for solar panels to shed snow naturally during winter without sacrificing too much summer generation.
2 real searches · 1 real-search pass
solar photovoltaic snow shedding tilt angle 30 40 45 degrees annual energy production researchGoogle ↗
OBSERVED
optimal fixed tilt solar panel angle latitude winter snow shedding roof pitch annual energy production 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 photovoltaic snow shedding tilt angle 30 40 45 degrees annual energy production research Google ↗
optimal fixed tilt solar panel angle latitude winter snow shedding roof pitch annual energy production study Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
solar photovoltaic snow shedding tilt angle 30 40 45 degrees annual energy production research
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
optimal fixed tilt solar panel angle latitude winter snow shedding roof pitch annual energy production study
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1