Real ChatGPT answer · index seedAoW7QhiiMNwcompleteHome services and improvement · solar panelsinformational

What is the optimal roof angle for maximizing solar generation in the Midwest during winter months for a manufacturing plant?

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

SEED QUERY
What is the optimal roof angle for maximizing solar generation in the Midwest during winter months for a manufacturing plant?
1 real search · 1 real-search pass
winter optimal fixed solar panel tilt angle latitude plus 15 degrees NREL PVWatts tilt azimuth winter snow Midwest commercial rooftopGoogle ↗
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 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
winter optimal fixed solar panel tilt angle latitude plus 15 degrees NREL PVWatts tilt azimuth winter snow Midwest commercial rooftop Google ↗

Queries

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Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
winter optimal fixed solar panel tilt angle latitude plus 15 degrees NREL PVWatts tilt azimuth winter snow Midwest commercial rooftop
OBSERVED
Google ↗
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