Supply Chain Intelligence Agent

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Creates DAG-based execution plans identifying critical paths and parallelizable agent groups. Manages workflow coordination, agent activation sequencing, and resource allocation. Monitors session metrics including completion rates, execution times, and parallelization efficiency. Handles session lifecycle from configuration through completion with support for cancellation.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Executes comprehensive data pipeline including schema validation, null handling, duplicate detection, and outlier identification. Performs feature engineering generating derived variables (lag features, moving averages, seasonality indices). Produces data quality reports with field-level statistics and generates cleaned datasets with quality scores for downstream processing.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Applies statistical techniques including Fourier transforms for seasonal component detection, Isolation Forest for anomaly identification, and cross-correlation analysis for feature relationships. Detects weekly, monthly, and quarterly patterns. Generates pattern reports with confidence scores and flags anomalous data points requiring investigation.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Numerical examples are scenario inputs or illustrative outputs, not validated performance results. Implements ensemble forecasting combining ARIMA for time-series patterns, Prophet for seasonality and trend decomposition, and XGBoost for non-linear relationships. Automatically selects optimal models per SKU based on cross-validation MAPE. Generates confidence intervals at 95% level and provides forecast accuracy metrics with feature importance rankings.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Formulates and solves multi-objective optimization problems including Economic Order Quantity (EOQ) calculations, safety stock optimization based on service level targets, and multi-echelon inventory optimization. Computes optimal order quantities, reorder points, and timing. Reports convergence metrics, objective function improvements, and projected cost savings.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Executes comprehensive risk assessment using Monte Carlo simulation for stockout probability modeling, supplier reliability scoring, and geopolitical risk evaluation. Calculates composite risk scores with category breakdowns. Generates prioritized mitigation strategies with effectiveness estimates and implementation timelines. Provides monitoring recommendations for ongoing risk management.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Aggregates outputs from all upstream agents and generates prioritized recommendations using multi-criteria ranking (impact, feasibility, urgency). Each recommendation includes detailed rationale, supporting evidence with confidence scores, estimated ROI, implementation steps, dependencies, risks, and timeframes. Produces executive-ready action plans with owner assignments.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Generates comprehensive explainability reports including decision tree visualizations, SHAP-based feature importance rankings, confidence breakdowns by component, and complete traceability records linking outputs to source data and transformations. Creates human-readable explanations suitable for both executive and technical audiences. Ensures all recommendations are auditable and defensible.