AI Agentic Predictive Demand Planning

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Acts as mission control (model: procuresense-agent-v2.1, icon: hub, color: #667eea) to create intelligent execution plans, route tasks to specialized agents, manage the 6-phase pipeline, generate market alerts, coordinate autonomous decisions, and synthesize final mission results. Handles errors and maintains mission state. No dependencies (root agent). Utilizes tools: create_execution_plan, route_mission_tasks, generate_alerts, finalize_mission.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Analyzes 90 days of historical sales, inventory, and customer data (model: procuresense-agent-v2.1, icon: query_stats, color: #4CAF50). Identifies demand patterns, seasonality coefficients, anomaly events, and trend directions. Outputs structured datasets for downstream forecasting agents. Dependencies: orchestrator. Utilizes tools: analyze_historical_patterns, calculate_seasonality, detect_trend_anomalies.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Scans for expiration risks with time-to-expiry tracking (model: procuresense-agent-v2.1, icon: warning, color: #FF9800), calculates stockout probabilities based on demand forecasts and inventory levels, verifies food safety compliance (HACCP, temperature logs), and prioritizes risks by severity. Dependencies: orchestrator. Utilizes tools: assess_expiration_risk, calculate_stockout_probability, verify_compliance_status.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Evaluates supplier performance (model: procuresense-agent-v2.1, icon: business, color: #E91E63) across quality, reliability, price competitiveness, and sustainability dimensions. Monitors market prices, identifies alternative suppliers, tracks pricing trends, and generates supplier scorecards with improvement/declining indicators. Dependencies: orchestrator. Utilizes tools: evaluate_supplier_performance, monitor_market_prices, identify_alternatives, generate_scorecards.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Real-time monitoring of supply chain status (model: procuresense-agent-v2.1, icon: local_shipping, color: #795548) including port delays, weather impacts, regional disruptions, and logistics status. Provides early warning alerts with estimated resolution times and affected supplier/item lists. Dependencies: orchestrator. Utilizes tools: scan_supply_chain_status, detect_disruptions, estimate_resolution_time.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Generates ML-powered demand forecasts (model: procuresense-agent-v2.1, icon: trending_up, color: #2196F3) incorporating historical patterns, seasonality, weather data, local events, and supply chain constraints. Provides item-level predictions with confidence intervals and optimal order timing recommendations. Dependencies: data-analyst, supply-chain-monitor. Utilizes tools: generate_demand_forecast, integrate_external_factors, calculate_confidence_intervals.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Analyzes menu item profitability (model: procuresense-agent-v2.1, icon: restaurant_menu, color: #FF5722), identifies top performers and underperformers, recommends pricing adjustments based on demand elasticity, suggests promotional strategies, and tracks seasonal menu trends. Dependencies: forecaster. Utilizes tools: analyze_menu_profitability, optimize_pricing, recommend_promotions, track_seasonal_trends.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Segments customers by behavior (model: procuresense-agent-v2.1, icon: groups, color: #673AB7) including regular, occasional, and new categories. Analyzes ordering patterns and preferences, identifies at-risk customers with churn probability, and recommends targeted retention actions and loyalty incentives. Dependencies: data-analyst. Utilizes tools: segment_customers, analyze_ordering_patterns, predict_churn_risk, recommend_retention_actions.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Calculates carbon footprint by category (model: procuresense-agent-v2.1, icon: eco, color: #4CAF50) covering protein, produce, and dairy. Tracks waste metrics and prevented waste, evaluates sustainable sourcing options, and generates sustainability reports with improvement recommendations and certification tracking. Dependencies: supplier-intelligence, risk-assessor. Utilizes tools: calculate_carbon_footprint, track_waste_metrics, evaluate_sustainable_sourcing, generate_sustainability_report.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Applies multi-objective optimization (model: procuresense-agent-v2.1, icon: inventory_2, color: #9C27B0) to calculate optimal order quantities balancing cost, waste reduction, stockout prevention, and service level targets. Generates supplier-specific orders with confidence scores, delivery scheduling, and sustainability impact. Dependencies: forecaster, risk-assessor, supplier-intelligence. Utilizes tools: calculate_optimal_quantities, balance_objectives, generate_orders, schedule_deliveries.

Core Logic

Illustrative workflow design. Validate capabilities, performance, controls and integration requirements before implementation. Synthesizes outputs from all agents (model: procuresense-agent-v2.1, icon: checklist, color: #00BCD4) to generate prioritized action plans with type classification (waste reduction, inventory, supplier, menu, customer). Applies auto-approval logic based on confidence thresholds, tracks autonomous decision history, and provides full audit trail. Dependencies: inventory-optimizer, menu-engineer, customer-behavior, sustainability-analyst. Utilizes tools: generate_action_plan, apply_auto_approval, track_decisions, create_audit_trail.