AI integration

sequenceDiagram
    participant User as SFM_UI
    participant SFM_MS as SFM Microservice (SFM_MS)
    participant AI_Scenario_Manager as AI Scenario Manager
    participant Workflow_Client as Workflow Client
    participant Job_Management_Service as Job Management Service
    participant ETL_Process as ETL Process
    participant AiEmissionResult as sap.sfm.AiEmissionResult
    participant EmissionBySupplier as sap.smf.EmissionBySupplier

    User->>SFM_MS: Select Commodity/Supplier (Trigger AI Scenario)
    SFM_MS->>AI_Scenario_Manager: Activate AI Scenario (Subscription Request)
    AI_Scenario_Manager-->>SFM_MS: Confirm Activation (Create AIScenarioTenant)
    SFM_MS->>AI_Scenario_Manager: Trigger CO2 Data Enrichment
    AI_Scenario_Manager->>Workflow_Client: Submit Workflow
    Workflow_Client->>Job_Management_Service: Execute PySpark Jobs
    Job_Management_Service-->>Workflow_Client: Scenario Complete
    Workflow_Client-->>AI_Scenario_Manager: Scenario Complete
    AI_Scenario_Manager-->>SFM_MS: Return Enriched CO2 Data
    SFM_MS->>AiEmissionResult: Store Results (RAW Zone)
    ETL_Process->>AiEmissionResult: Extract Data (Source)
    ETL_Process->>EmissionBySupplier: Update Fact Table (Fill Missing Values)