Real ChatGPT answer · index seedVfx51xyR9uUcompleteHome services and improvement · solar panelscommercial

What roof angle and orientation are considered absolute worst case scenarios for solar efficiency so I can check my architectural plans

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

SEED QUERY
What roof angle and orientation are considered absolute worst case scenarios for solar efficiency so I can check my architectural plans
1 real search · 1 real-search pass
optimal solar panel roof orientation tilt angle north facing roof pitch Pennsylvania NRELGoogle ↗
OBSERVED

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Query classes

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Searches and sources

ChatGPT1 real searches · gpt-6
optimal solar panel roof orientation tilt angle north facing roof pitch Pennsylvania NREL Google ↗

Queries

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Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
optimal solar panel roof orientation tilt angle north facing roof pitch Pennsylvania NREL
OBSERVED
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