MAG OptiAI

Use cases

Operational AI use cases

Real challenges, real models, and real results across practical operational intelligence workflows.

DocAI

See how Operational AI DocAI indexed five contract files, answered renewal, security, SLA, and amendment questions, and kept every answer grounded in project evidence.

ExtractAI

See how Operational AI ExtractAI turned a multi-page inbound shipment packet into structured identifiers, line items, parties, customs, package totals, and receiving evidence.

Forecasting

See how Operational AI Forecasting compares SARIMA, ETS, and LightGBM, stages the practical model, and turns weekly demand history into a 12-week planning signal.

Fraud Detection

See how Operational AI Fraud Detection compares Logistic Regression, LightGBM, and XGBoost, stages the balanced model, and scores unlabeled transactions with threshold evidence and AI review.

Anomaly Detection

See how Operational AI Anomaly Detection scores a 420-day fulfillment exception queue, flags 11 abnormal dates, and uses AI Explain to turn a January cluster into an investigation plan.