Intelligence for Global Baggage Operations

Baggie.AI transforms fragmented baggage processes into predictive, automated operations. A vendor-agnostic AI platform that integrates with existing infrastructure – reducing mishandling costs, increasing operational visibility, and enabling data-driven decision making.

Predictive intelligence for seamless baggage operations.

Built by Beam GmbH in partnership with BEUMER Group

Transforming Baggage Operations Through Predictive Intelligence

Global aviation loses $5 billion USD annually to mishandled baggage. At Baggie.AI, we believe this isn't inevitable—it's a data problem.

Existing baggage handling infrastructure is fragmented across disconnected systems. Airlines, airports, and ground handlers operate with incomplete visibility. The result: reactive error management, operational inefficiencies, and unnecessary costs.

Baggie.AI changes this by introducing a vendor-agnostic intelligence layer that sits above your existing infrastructure. We integrate siloed data systems, apply predictive AI models, and deliver actionable insights directly to operations teams. No rip-and-replace. No vendor lock-in. Just measurable operational improvement.

We're partnering with leading aviation stakeholders to pilot this vision. If your organization handles tens of thousands of bags daily, let's talk about transforming your operations from reactive to predictive.

Executive Portrait

Who I Am

I combine analytical thinking with product and strategy work in regulated markets. I work data-driven, hypothesis-led, and with a clear impact perspective. My goal is to make organizations future-ready and to implement initiatives with lasting effect.

Focus on impact, scaling, and measurable value for clients and organizations.

Baggage Operations Are Structurally Complex

Physical infrastructure at airports is highly developed. Conveyors, scanners, and sorting systems operate with precision. What's missing is a unified intelligence layer.

Fragmented Data

Baggage information lives across disconnected systems – BHS, airline IT, ground handling software, and legacy tracking platforms. No single source of truth exists for operational decision-making.

Reactive Operations

Error handling is manual. Issues are identified after they occur, not before. This reactive approach creates costly delays, missed connections, and customer dissatisfaction.

Quantified Impact

In 2024, the global aviation industry recorded 33.4 million mishandled bags, representing 6.3 bags per 1,000 passengers. Annual costs: $5 billion USD. Transfer operations are the primary failure point.

System Lock-In

Existing solutions tie airlines and airports to proprietary infrastructure. Integration across vendor ecosystems remains prohibitively complex.

A Unified Intelligence Layer for Existing Infrastructure

Baggie.AI doesn't replace your systems. It connects them. Our platform sits above existing baggage handling infrastructure – whether BEUMER or third-party – and delivers predictive intelligence through a vendor-agnostic architecture.

Integration Layer

Standardized API connectors to BHS, airline systems, ground handling platforms, and legacy IT. Data normalization and process mapping ensure consistent information flow regardless of underlying infrastructure.

Vendor-agnostic by design

Local AI Engine

On-premise or private cloud deployment for maximum security and regulatory compliance. Real-time anomaly detection, predictive flow analysis, error classification, and automated decision logic.

Privacy by design. AI Act ready.

Operational Outputs

Real-time status transparency, automated support processes, proactive error management, and continuous process optimization. Actionable insights delivered directly to operations teams.

Measurable outcomes. Immediate ROI.

Open Architecture Intelligence Model

Baggie.AI operates as a modular, scalable intelligence layer. Our architecture integrates seamlessly with BEUMER infrastructure and third-party systems alike, creating a unified operational view without vendor lock-in.

1 Data Collection Physical infrastructure sources 📦 BEUMER Systems Conveyors · Scanners · Sensors 🔗 Third-Party Systems Airline IT · Ground Handling · APIs 2 Integration Layer Baggie.AI Intelligence Platform ⚙️ Vendor-Agnostic Integration API connectors • Data normalization • Process mapping • System harmonization Unified Data Model ✓ Real-time sync • ✓ Multi-source validation • ✓ Schema transformation • ✓ Error handling 3 Predictive Intelligence Local AI engine for decision-making 🧠 Predictive Intelligence Core On-premise or private cloud deployment DETECTION • Anomaly recognition • Risk classification • Pattern detection PREDICTION • Flow forecasting • Capacity planning • Demand modeling OPTIMIZATION • Decision logic • Process automation • Resource allocation 4 Operational Outputs Real-time operations and insights Status Transparency • Real-time visibility • Live tracking Support Automation • Intelligent assistance • Automated responses Operational Optimization • Continuous improvement • Process refinement Proactive Error Mgmt • Preventive action • Risk mitigation 5 Strategic Impact Value creation for partners and operators Internal Impact (BEUMER) • Product Differentiation • Service Portfolio Extension • Data-Based Business Models • Stronger Customer Retention External Impact (Airlines & Airports) • Cost Reduction • SLA Improvement • Customer Satisfaction • Operational Efficiency • Measurable ROI Data Learning Loop Every integration expands the training model. More airports mean better predictions. Better predictions mean stronger platform binding.

Strategic Value Creation Across Two Dimensions

Baggie.AI delivers differentiated value to both Beam GmbH as a venture builder and BEUMER Group as a strategic industrial partner. This dual impact creates sustainable competitive advantage in aviation logistics.

Impact for Beam GmbH

Building Repeatable Venture Archetypes

Baggie.AI validates a scalable software business model in the industrial logistics sector.

Repeatable SaaS + Performance Model

Subscription-based platform revenue combined with performance-based pricing tied to measurable operational improvements.

Enterprise Procurement Integration

Designed from day one to meet security, compliance, and integration requirements of global aviation enterprises.

Data Layer as Competitive Moat

Each deployment strengthens the AI model. Network effects create defensible differentiation over time.

Platform Positioning

Baggie.AI establishes Beam as a credible builder of industrial intelligence platforms, not just point solutions.

For Beam, Baggie.AI is proof that focused, repeatable venture building in complex B2B markets delivers sustainable growth.

Impact for BEUMER Group GmbH

From Infrastructure Provider to Intelligence Partner

BEUMER Group leads in baggage handling systems and intralogistics infrastructure. Baggie.AI extends this physical competence into data-driven decision intelligence.

Product Differentiation in Competitive Markets

Intelligence layer creates unique value beyond physical infrastructure, positioning BEUMER as a complete solution provider.

Service Portfolio Extension

Shift from project-based hardware sales to recurring software and analytics services with higher margins and predictable revenue.

Cross-Selling & Customer Retention

Existing BEUMER install base represents immediate deployment opportunity. Software layer increases switching costs and deepens customer relationships.

New Business Models

Performance-based pricing and outcome guarantees become viable when backed by predictive intelligence.

BEUMER moves baggage. Baggie.AI orchestrates operations. Together, they deliver integrated systems that combine infrastructure and intelligence.

Predictive Intelligence Across Global Logistics

Baggie.AI is building an open platform for predictive baggage intelligence.

Predictive Bottleneck Detection

A system that identifies bottlenecks before they occur.

Vendor-Agnostic Integration

A system that works across vendor boundaries.

Data-Driven Ecosystems

A system that treats airports as data-driven ecosystems.

Aviation is our starting point. The underlying architecture scales to broader intralogistics operations – from warehouses to manufacturing to cross-border freight.

Our vision: Transform reactive infrastructure into anticipatory systems.

Cross-Industry Architecture

Core AI and integration capabilities apply beyond baggage handling to any complex, multi-stakeholder logistics environment.

Platform Network Effects

Each new airport deployment improves predictive accuracy across the entire network.

Modular Expansion

Additional operational layers (predictive maintenance, workforce optimization, capacity planning) can be built on the same foundation.

Enterprise-Grade Security and Compliance

Baggie.AI is designed for regulated, high-security environments. Our platform meets stringent requirements for data protection, AI governance, and operational resilience.

Security by Design

End-to-end encryption, role-based access control, comprehensive audit logging. On-premise or private cloud deployment options for maximum data sovereignty.

Compliance by Design

Built to meet GDPR, aviation security standards, and data processing regulations. Privacy impact assessments and data minimization integrated into every module.

AI Act Ready

Transparent model documentation, human oversight mechanisms, incident response protocols. Designed to meet EU AI Act requirements entering force in 2026.

Operational Resilience

High-availability architecture, redundant processing, graceful degradation. Critical systems remain operational even during partial failures.

Transform Baggage Operations from Reactive to Predictive

Join leading airlines, airports, and ground handlers in deploying intelligence-driven baggage operations.

Beam GmbH – Baggie.AI - Dritan Mulla

Berlin, Germany