Real ChatGPT answer · index seede8gqs9nWPHEcompleteHome services and improvement · solar panelscommercial

How do I calculate the optimal roof angle to maximize energy production for a small business solar array located in the Pacific Northwest

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do I calculate the optimal roof angle to maximize energy production for a small business solar array located in the Pacific Northwest
2 real searches · 1 real-search pass
NREL PVWatts tilt angle azimuth roof tilt annual energy production documentation Pacific Northwest solar resourceGoogle ↗
OBSERVED
NREL optimal fixed tilt angle latitude seasonal solar panel tilt guidanceGoogle ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
NREL PVWatts tilt angle azimuth roof tilt annual energy production documentation Pacific Northwest solar resource Google ↗
NREL optimal fixed tilt angle latitude seasonal solar panel tilt guidance Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
NREL PVWatts tilt angle azimuth roof tilt annual energy production documentation Pacific Northwest solar resource
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
NREL optimal fixed tilt angle latitude seasonal solar panel tilt guidance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1