Real ChatGPT answer · index seedwsyP78OP26scompleteHome services and improvement · solar panelscommercial

What is the cheapest way to correct my roof angle for solar panels if my current roof pitch is too flat for optimal self-cleaning during rainstorms?

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 cheapest way to correct my roof angle for solar panels if my current roof pitch is too flat for optimal self-cleaning during rainstorms?
1 real search · 1 real-search pass
solar panel minimum tilt angle self cleaning rain flat roof racking wind uplift guidance NRELGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / 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
solar panel minimum tilt angle self cleaning rain flat roof racking wind uplift guidance NREL Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
solar panel minimum tilt angle self cleaning rain flat roof racking wind uplift guidance NREL
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1