Real ChatGPT answer · index seedPOsC8l6l7VEcompleteHome services and improvement · solar panelscommercial

How does a low slope or flat commercial roof affect the optimal tilt angle for solar panels and overall yearly energy yield?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does a low slope or flat commercial roof affect the optimal tilt angle for solar panels and overall yearly energy yield?
2 real searches · 1 real-search pass
NREL commercial flat roof photovoltaic tilt angle annual energy yield low tilt east west row spacing modelingGoogle ↗
OBSERVED
commercial rooftop solar low tilt 5 10 degrees energy yield flat roof annual production studyGoogle ↗
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 commercial flat roof photovoltaic tilt angle annual energy yield low tilt east west row spacing modeling Google ↗
commercial rooftop solar low tilt 5 10 degrees energy yield flat roof annual production study Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
NREL commercial flat roof photovoltaic tilt angle annual energy yield low tilt east west row spacing modeling
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
commercial rooftop solar low tilt 5 10 degrees energy yield flat roof annual production study
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1