map.txt

User Query ──▶ Query Interpreter (spaCy + regex, fallback: LLM)
                     │
                     ▼
         ┌──────── Structured Info ───────┐
         ▼                                ▼
Retriever ←──── Clause Embeddings ───── Uploaded Docs
         │
         ▼
LLM-based Decision Prompt:
"Based on query: {...} and clauses: {...}, return JSON with approval, amount, and justification"
         ▼
Final Output JSON ➝ Gradio UI


#Architecture for Query Processing
User Query
   │
   ├──▶ Regex extractor (age, gender, duration)
   ├──▶ spaCy NER (GPE, DATE, procedure via noun chunks)
   └──▶ [Optional] LLM fallback (for missing fields only)
       │
       └── JSON output (age, gender, procedure, location, policy_duration)