graph TD
A[Keywords Raw CSV Input] --> B[SILO 1: Retrieve SEO Metrics]
B --> C[Use LLM to Generate Metrics]
C --> D[Search Volume Estimation]
C --> E[Competition Score Calculation]
D --> F[SILO 2: Generate CSV]
E --> F
F --> G[Format Data]
G --> H[Create CSV Structure]
H --> I[Write Final Output]
I --> J[keywords_with_metrics.csv]
subgraph Metrics Generation
C --> D
C --> E
end
subgraph CSV Creation
F --> G
G --> H
H --> I
end
style A fill:#f9f,stroke:#333
style J fill:#9f9,stroke:#333