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How do I calculate the optimal roof tilt for maximum winter solar production in the Midwest when we get heavy snow and have two toddlers

ChatGPTgpt-61 query11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
How do I calculate the optimal roof tilt for maximum winter solar production in the Midwest when we get heavy snow and have two toddlers
1 real search · 1 real-search pass
Iowa winter solar panel tilt snow shedding roof pitch safety snow guards NREL guidanceGoogle ↗
OBSERVED

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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
Iowa winter solar panel tilt snow shedding roof pitch safety snow guards NREL guidance Google ↗

Queries

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Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Iowa winter solar panel tilt snow shedding roof pitch safety snow guards NREL guidance
OBSERVED
Google ↗
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