graph TD
A[Start: Receive Top 5 Listings] --> B[Extract Text Fields]
B --> C[Collate All Text]
C --> D[LLM Analysis]
D --> D1[Extract Repeated Words]
D --> D2[Remove Generic Terms]
D --> D3[Identify Key Themes]
D1 --> E[Compile Keywords List]
D2 --> E
D3 --> E
E --> F[Format Output]
F --> G[Create Keywords Summary]
G --> H[Validate Keywords]
H --> I[Final Keywords Output]
subgraph Keyword Analysis Process
D
D1
D2
D3
end
subgraph Output Preparation
F
G
H
end