graph TD A[Start Review Writer] --> B[Input Handler] B --> C[Raw Research Data] B --> D[Product Details JSON] C --> E[Silo 1: Data Preparation] D --> E E --> F[Use LLM to Structure Data] F --> G[Writing Points Output] G --> H[Silo 2: Initial Draft] H --> I[Generate 300-500 Word Draft] I --> J[Initial Review Text] J --> K[Silo 3: Structure Enhancement] K --> L[Verify Components] L --> M[Add Missing Elements] M --> N[Structured Review] N --> O[Silo 4: Final Polish] O --> P[Refine Tone] P --> Q[Insert Affiliate Links] Q --> R[Format Text] R --> S[Final Review Output] subgraph Input Processing B C D end subgraph Content Generation E F G H I J end subgraph Review Enhancement K L M N O P Q R end subgraph Output S end