Real ChatGPT answer · index seed3A2fDL4Csx0completeHome services and improvement · solar panelscommercial

What tools do I need to figure out my optimal roof angle for solar panels without hiring a contractor?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What tools do I need to figure out my optimal roof angle for solar panels without hiring a contractor?
1 real search · 1 real-search pass
NREL PVWatts calculator optimal solar panel tilt roof pitch azimuth Dallas Texas solar resourceGoogle ↗
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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
NREL PVWatts calculator optimal solar panel tilt roof pitch azimuth Dallas Texas solar resource Google ↗
  1. System Design · samrepo.nlr.gov
  2. Best Practices for Siting Solar · docs.nrel.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
NREL PVWatts calculator optimal solar panel tilt roof pitch azimuth Dallas Texas solar resource
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1