Production-Grade Multi-Agent Inventory Orchestration Platform
Deploys 10 specialized AI agents with full audit trails, multi-level approval workflows (L1-L4), collaborative decision-making with voting mechanisms, and explainable AI recommendations. Supports what-if scenario simulation, real-time market data feeds, and supply chain disruption monitoring.
Problem Statement
The challenge addressed
Solution Architecture
AI orchestration approach
10-agent collaborative network in recommendation generation phase showing Orchestrator, Demand Forecasting, Inventory Optimizer, Consolidation, Anomaly Detection, and Risk Assessment agents with real-time progress tracking, agent communication panel displaying sustainability alerts, consensus decisions, and anomaly detection messages
AI Recommendations review interface displaying 8 recommendations with €3,938 estimated savings, detailed AI reasoning with 91% confidence score, decision factors breakdown including stockout risk prevention, market price optimization, supplier performance, and demand forecast confidence with complete audit trail
Multi-level approval workflow showing role-based authorization hierarchy (Manager, Director, VP, C-Level) with spending thresholds, 8 pending approvals with estimated savings, detailed cost/benefit analysis, AI recommendation justification, and one-click approve/reject controls for SOX/GDPR compliance
AI-Powered Analysis Complete summary displaying €31,688 total projected savings with 3% ROI, 82 ESG score with 12% carbon reduction, 94% agent consensus, 6 incidents prevented, executive summary with key findings on inventory optimization, rush order reduction, market intelligence integration, and sustainability goals achievement
AI Agents
Specialized autonomous agents working in coordination
Orchestrator Agent
Coordinating 10 specialized inventory agents requires sophisticated orchestration to manage parallel execution, aggregate diverse recommendations, resolve conflicts, and ensure compliance with approval workflows.
Core Logic
Acts as the central command coordinating all agent activities through parallel execution pipelines. Manages agent lifecycle, aggregates recommendations using weighted voting, facilitates collaborative decision-making, routes decisions through appropriate approval levels (L1-L4), and maintains complete audit trails.
Demand Forecasting Agent
Accurate demand prediction across thousands of SKUs and multiple locations requires analysis of historical patterns, seasonality, trends, and external factors that exceed human analytical capacity.
Core Logic
Analyzes historical demand patterns, seasonal trends, promotional calendars, and external factors (weather, economic indicators, events) using ensemble ML models. Generates probabilistic forecasts with confidence intervals at SKU/location granularity for multiple time horizons.
Inventory Optimizer Agent
Calculating optimal stock levels requires balancing service level targets, carrying costs, order costs, and demand variability across thousands of SKU-location combinations.
Core Logic
Applies multi-echelon inventory optimization algorithms to calculate reorder points, safety stock levels, and order quantities. Considers service level agreements, holding costs, lead times, and demand variability to minimize total inventory cost while meeting availability targets.
Consolidation Agent
Multi-location operations create opportunities for order consolidation, cross-docking, and inventory pooling that are difficult to identify and quantify manually.
Core Logic
Identifies multi-location order consolidation opportunities by analyzing demand patterns, transportation costs, and inventory positions. Recommends consolidation strategies with quantified savings in transportation, handling, and inventory carrying costs.
Anomaly Detection Agent
Unusual inventory patterns indicating theft, damage, system errors, or demand shifts often go undetected until they cause significant business impact.
Core Logic
Monitors inventory transactions and levels using statistical process control and ML anomaly detection. Identifies unusual patterns including unexpected consumption, shrinkage, phantom inventory, and demand shifts. Alerts appropriate stakeholders with severity classification.
Risk Assessment Agent
Stockout risks and excess inventory exposure require continuous assessment across the product portfolio to enable proactive mitigation actions.
Core Logic
Evaluates stockout probability and excess inventory risk for each SKU-location using demand forecasts, supply reliability, and current inventory positions. Calculates financial exposure, prioritizes risks by business impact, and recommends mitigation actions.
Market Intelligence Agent
Inventory decisions made without market context miss opportunities to optimize procurement timing, adjust positions for price changes, and respond to competitive dynamics.
Core Logic
Monitors commodity prices, supplier market conditions, competitor activities, and demand indicators from external sources. Provides actionable intelligence for procurement timing, forward buying decisions, and strategic inventory positioning.
Supplier Performance Agent
Supplier reliability directly impacts inventory requirements and stockout risk, but performance varies over time and requires continuous monitoring.
Core Logic
Analyzes supplier reliability metrics including on-time delivery, quality consistency, lead time variability, and capacity utilization. Calculates supplier risk scores, recommends safety stock adjustments, and identifies suppliers requiring performance improvement or replacement.
Sustainability Agent
Meeting sustainability commitments requires optimizing carbon footprint, waste reduction, and resource efficiency across inventory operations while maintaining service levels.
Core Logic
Optimizes inventory decisions for sustainability metrics including carbon footprint from transportation and storage, packaging waste, and energy consumption. Recommends eco-friendly alternatives, consolidation for reduced transportation, and waste reduction strategies.
Disruption Monitor Agent
Supply chain disruptions from geopolitical events, natural disasters, supplier failures, and logistics issues require early detection and rapid response to minimize business impact.
Core Logic
Monitors global events, supplier health indicators, logistics conditions, and risk signals from multiple sources. Provides early warning of potential disruptions, assesses impact on inventory positions, and recommends preemptive actions including safety stock increases and alternative sourcing.
Worker Overview
Technical specifications, architecture, and interface preview
System Overview
Technical documentation
Tech Stack
8 technologies
Architecture Diagram
System flow visualization