Demanc Workflow

Prioritize & Approve Requirement

Generate Production Order

Feature Store :"←

Rertal-Liine Manket Data / External Fe

Feature Store (ML ready Data)

Operational AI Layer (Serving / Inference)

MLOps (Training / Monitoring Updating)

Remoct Validation

ERP Form Handling

Data Cleansing

Demand Forecasting

Production Planning

Forecasting Layer (Demand & Financial Forecasts)

Risk Profiling Layer (Supplier/Project Risk Scores)

Anomaly Detection Layer (Fraud/invoice Anomalies)

Dynamic Decision Layer (MILP / Pyomo)

Orchestrates ML Outputs → DSS

Explainability & Scenario Generation

Recommendations → Governing Board + Financial Optimization

Final Budget Allocation

Feedback + DSS & SCM Layer (Parameter Update)

Payment Scheduling (direct Input from Dynamic Decision)

Receivables Discounting

Finance Sourcing