Predict disruptions before operations collapse.
An AI-powered logistics intelligence platform that continuously evaluates shipment risk, predicts cascading operational impact, and autonomously mitigates disruptions across enterprise supply chains.

Loco-Kontrol is a production-oriented operational intelligence platform designed for modern enterprise logistics and supply chain ecosystems.
The platform ingests live operational telemetry, evaluates disruption probability in real time using a Dynamic Risk Scoring (DRS) engine, predicts downstream financial and operational impact through dependency propagation, and autonomously resolves low-to-medium severity disruptions before SLA failures occur.
Instead of functioning as another dashboard layered on top of logistics data, Loco-Kontrol acts as an intelligence and orchestration layer above existing enterprise infrastructure — transforming fragmented telemetry into actionable operational decisions.
Core platform capabilities include:
real-time shipment risk scoring
cascade dependency intelligence
operational threat propagation
AI-generated disruption narratives
autonomous rerouting workflows
escalation orchestration
immutable operational timelines
chaos engineering simulations
The system continuously prioritizes operational severity, helping logistics teams focus only on truly critical incidents while allowing AI systems to stabilize low-risk failures autonomously.

The platform was architected using React 19, Vite, Tailwind CSS, Framer Motion, and Recharts to create a highly responsive enterprise-grade operational interface optimized for dense logistics intelligence workflows.
The backend architecture follows an event-driven operational model inspired by modern enterprise supply chain systems, supporting scalable ingestion pipelines, queue-safe orchestration, and horizontally scalable risk evaluation.
AI systems powered by Gemini and Claude APIs generate operational narratives, explain disruption root causes, estimate downstream impact, and recommend mitigation strategies in real time.
Key intelligence systems include:
Dynamic Risk Scoring (DRS)
Cascade Propagation Engine
Autonomous Resolution Engine
AI Narrative Generation
Human Escalation Queue
Historical Event Ledger
Chaos Engineering Environment
The platform was designed with enterprise-readiness in mind, including:
RBAC-ready architecture
immutable audit logging
AI action traceability
deterministic recovery logic
event replay capability
ERP and logistics integration compatibility
Loco-Kontrol explores the future of autonomous supply chain operations — where AI systems not only detect operational failures, but actively coordinate mitigation before disruptions impact customers, manufacturing pipelines, or revenue flow.


