gistfile1.txt

flowchart TD
    title File Parser API Workflow
    A[User Input Prompt] --> B{Has Document Upload?}
    B -->|Yes| C[Call File Parser API]
    B -->|No| D{Need KB Data?}
    D -->|Yes| E[Call Azure AI Search API]
    D -->|No| G
    C --> |Normalized data| D
    E --> |Chunks| G[LLM]
    G --> H[Output Response]


draw a sequence diag for the File Parser API

Choose File type (e.g. brochure, proposal)
File upload (Azure blob storage)
Azure Document intellence 
Azure Language PII
Load predefined file type schema (From CosmoDB)
LLM (secureGPT)
Nomalised data

sequenceDiagram
    title File Parser API Workflow
    participant User
    participant API as File Parser API
    participant Blob as Blob Storage
    participant DI as Document Intelligence
    participant PII as Language PII
    participant DB as CosmosDB
    participant LLM as SecureGPT
    
    User->>API: Choose File Type (brochure/proposal)
    User->>API: Upload File
    API->>Blob: Store File
    Blob-->>API: File URL
    
    API->>DI: Submit File for Analysis
    DI-->>API: Raw Document Data
    
    API->>PII: Submit for PII Redaction
    PII-->>API: Redacted Content
    
    API->>DB: Request Schema for File Type
    DB-->>API: Predefined Schema
    
    API->>LLM: Send Content + Schema for Normalization
    LLM-->>API: Normalized Data
    
    API->>User: Return Normalized Data


Title: Azure AI search API

User send a prompt to api 
LLM product name extraction (secureGpt)
AI search using product name


sequenceDiagram
    title Azure AI Search API Workflow
    
    participant User
    participant API as Search API
    participant LLM as SecureGPT
    participant AIS as Azure AI Search
    participant DB as Knowledge Base
    
    User->>API: 1. Send Search Prompt
    API->>LLM: 2. Extract Product Name
    LLM-->>API: 3. Product Name
    
    API->>AIS: 4. Query with Product Name
    AIS->>DB: 5. Retrieve Relevant Documents
    DB-->>AIS: 6. Search Results
    
    AIS-->>API: 7. Ranked Results
    API->>User: 8. Return Formatted Response
    
    
sequenceDiagram
    participant User
    participant System
    participant FileParserAPI
    participant AIS as Azure AI Search
    participant LLM as SecureGPT
    participant Blob as Blob Storage
    participant DI as Document Intelligence
    participant PII as Language PII
    participant DB as CosmosDB
    participant KB as Knowledge Base

    User->>System: Input Prompt
    alt Has Document Upload?
        User->>FileParserAPI: Choose File Type (brochure/proposal)
        User->>FileParserAPI: Upload File
        FileParserAPI->>Blob: Store File
        Blob-->>FileParserAPI: File URL
        
        FileParserAPI->>DI: Submit File for Analysis
        DI-->>FileParserAPI: Raw Document Data
        
        FileParserAPI->>PII: Submit for PII Redaction
        PII-->>FileParserAPI: Redacted Content
        
        FileParserAPI->>DB: Request Schema for File Type
        DB-->>FileParserAPI: Predefined Schema
        
        FileParserAPI->>LLM: Send Content + Schema for Normalization
        LLM-->>FileParserAPI: Normalized Data
        FileParserAPI-->>System: Normalized Data
    else No Document Upload
        System->>LLM: Send Prompt (Check if KB Data needed)
        LLM-->>System: Response (File Name if needed)
        alt Need KB Data?
            System->>AIS: Query with File Name
            AIS->>LLM: Extract Product Name
            LLM-->>AIS: Product Name
            AIS->>KB: Retrieve Relevant Documents
            KB-->>AIS: Search Results
            AIS-->>System: Ranked Data Chunks
        end
    end
    System->>LLM: Process Prompt with Context
    LLM-->>System: Generated Response
    System-->>User: Output Response