Real ChatGPT answer · index seedHq3KpXjbrcUcompleteHome services and improvement · solar panelscomparison

What is the best tilt angle for solar panels on a flat commercial roof in Texas if we are ballasting the mounts this morning

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the best tilt angle for solar panels on a flat commercial roof in Texas if we are ballasting the mounts this morning
2 real searches · 1 real-search pass
Texas commercial flat roof ballasted solar mounting recommended tilt angle wind ballast engineering NREL rooftop PVGoogle ↗
OBSERVEDComparison
NREL PVWatts optimal fixed tilt Texas latitude commercial rooftop low tilt ballasted systems wind loadGoogle ↗
OBSERVEDComparison

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.

ChatGPT real searches (2)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Texas commercial flat roof ballasted solar mounting recommended tilt angle wind ballast engineering NREL rooftop PV Google ↗
NREL PVWatts optimal fixed tilt Texas latitude commercial rooftop low tilt ballasted systems wind load Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Texas commercial flat roof ballasted solar mounting recommended tilt angle wind ballast engineering NREL rooftop PV
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
NREL PVWatts optimal fixed tilt Texas latitude commercial rooftop low tilt ballasted systems wind load
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1