Real ChatGPT answer · index seed2Qh76ZuaIV0completeHome services and improvement · solar panelsinformational

What is the best roof angle and orientation for maximizing solar panel energy production in the northeast US

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the best roof angle and orientation for maximizing solar panel energy production in the northeast US
1 real search · 1 real-search pass
Northeast United States optimal fixed solar panel tilt angle south orientation annual energy production NREL PVWattsGoogle ↗
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
Northeast United States optimal fixed solar panel tilt angle south orientation annual energy production NREL PVWatts Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Northeast United States optimal fixed solar panel tilt angle south orientation annual energy production NREL PVWatts
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1