Real ChatGPT answer · index seed5LQHORutL04completeHome services and improvement · solar panelscommercial
How much money will I lose on my solar return if my roof angle is off by fifteen degrees from optimal?
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The searches the AI actually ran for this prompt.
SEED QUERY
How much money will I lose on my solar return if my roof angle is off by fifteen degrees from optimal?
1 real search · 1 real-search pass
NREL PVWatts roof tilt angle annual energy production tilt sensitivity New Jersey latitude 40 degreesGoogle ↗
OBSERVED
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Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
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Searches and sources
ChatGPT1 real searches · gpt-6
NREL PVWatts roof tilt angle annual energy production tilt sensitivity New Jersey latitude 40 degrees Google ↗
- Newark, New Jersey: Sun Position & Solar Panel Angle (35°) · solarposition.org
- Technical Report · nrel.gov
- Solar Panel Tilt Chart · calibr.pro
- Solar Panel Tilt Angle Calculator: Best Angle by ZIP (2026) · thegreenwatt.com