Real ChatGPT answer · index seedHmAiz5rSxawcompleteHome services and improvement · solar panelscommercial

How much does energy output drop if my commercial solar panels are installed at a suboptimal roof angle

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How much does energy output drop if my commercial solar panels are installed at a suboptimal roof angle
1 real search · 1 real-search pass
annual solar photovoltaic energy production tilt angle azimuth Leesburg Virginia PVWatts roof tilt losses NRELGoogle ↗
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
annual solar photovoltaic energy production tilt angle azimuth Leesburg Virginia PVWatts roof tilt losses NREL Google ↗
  1. Integration of Rooftop · nrel.gov
  2. REopt Lite User Manual · nrel.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
annual solar photovoltaic energy production tilt angle azimuth Leesburg Virginia PVWatts roof tilt losses NREL
OBSERVED
Google ↗
AI Mode ↗
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