AGENTIC AI • LOGISTICS

Autonomous Supply Chain Re-Routing Agent

A stateful multi-agent system monitoring inventory deficits, querying vector memory, and executing automated purchase order re-routing.

Problem Statement & Background

Global supply chain networks face constant disruption from maritime port congestion, customs clearance holds, and sudden carrier capacity cancellations. The client operated 14 international fulfillment hubs across APAC and Europe, where manual logistics dispatchers took 24 - 36 hours to detect inventory bottlenecks and negotiate alternative shipping routes.

This latency led to **$2.4M in annual inventory holding penalties**, missed customer SLAs, and excessive reliance on costly expediting fees.

Rohit's Technical Solution

Rohit designed an autonomous **CrewAI + LangGraph State Graph** architecture with persistent vector memory in **Qdrant**:

1. Planner Agent

Polls ERP streams every 15 minutes, detecting low inventory thresholds and calculating buffer safety days.

2. Freight API Tool Agent

Queries 30+ carrier APIs to compare real-time transit times, container availability, and freight rates.

3. Compliance Reflection Agent

Audits import tariffs, customs risk scores, and budget constraints before issuing booking orders.

4. SAP Execution Agent

Triggers REST API calls directly to SAP S/4HANA to issue purchase order modifications autonomously.

Execution Code Blueprint

# LangGraph Autonomous Supply Chain Graph from langgraph.graph import StateGraph, END workflow = StateGraph(SupplyChainState) workflow.add_node("planner", inventory_planner_agent) workflow.add_node("freight_tools", carrier_api_tool) workflow.add_node("compliance_reflection", tariff_audit_agent) workflow.add_edge("planner", "freight_tools") workflow.add_conditional_edges("freight_tools", evaluate_route_risk, { "pass": "compliance_reflection", "fail": "planner" })

Verified Customer Testimonial

"Rohit transformed our supply chain dispatch operations. What used to take our human dispatch team 30+ hours to analyze now happens in under 4 minutes autonomously. His agentic workflow cut our shipment delay penalties by $1.4 Million in the first year alone. Rohit is a world-class AI architect."

Alexander Wright

Quantifiable ROI Impact

88%
Faster Routing
-$1.4M
Annual Penalties Saved
100%
Compliance Rate

Project Overview

Client Industry: Global Logistics & Shipping
Deployment: Cloud Kubernetes + FastAPI
Lead Architect: Rohit

Technology Stack
CrewAI LangGraph Qdrant DB FastAPI Python

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