AI Agents Experts in Düsseldorf

Sovereign, cloud-native developer platform based on Kubernetes for critical energy infrastructure; around 200 people and 15 product teams.

• Introduced the product operating model for the platform, aligning around 18 product managers and product owners with Platform Architecture and Delivery in a matrix organisation.
• Defined the platform product processes and core product artefacts as the standard across all product teams.
• Established processes for non-functional requirements and Requests for Enhancement from consuming teams and customers.
• Designed the Jira structure supporting the programme's product and delivery processes.

• Training AI models, evaluating images and text UI/UX, turning the provided data into insights through OpenAI Feather as part of the machine learning workflow

Technologies: OpenAI Feather

• Led end-to-end delivery of ML/AI applications for the QuantistryLab simulation platform, from requirements definition and solution design to development, testing, deployment, and production support, coordinating efforts across back-end, DevOps, and ML teams
• Designed and implemented a compound search system with an open-weights LLM, the Pydantic AI agent framework, and the Model Context Protocol (MCP), exposing it through FastAPI endpoints
• Deployed and configured vLLM-based LLM serving on Kubernetes
• Built CI/CD pipelines and Helm charts to automate deployments across staging and production environments
• Instrumented the search system with OpenTelemetry spans and traces, integrating with the Honeycomb observability platform to monitor component-level latency and functional errors
• Developed a custom evaluation dataset and implemented evaluations for retrieval relevance, answer correctness, tool-call accuracy, and end-to-end task success
• Reduced infrared spectrum prediction time by 83% (from 60 to 10 minutes) by replacing a quantum-mechanical model with a pretrained graph neural network; fine-tuned the model using PyTorch, built and containerized the inference pipeline with Docker, and integrated it into the platform
• Implemented an MLflow model registry with MinIO-backed artifact storage
• Advised sales and science teams on ML/AI applications for prospective client projects, providing technical expertise to shape proposed solutions and prototypes

Technologies: AWS, Hetzner, Kubernetes, Helm, Docker, vLLM, Pydantic AI, MCP, Qwen, Llama 3, MLflow, MinIO, GitHub Actions, Python, FastAPI, OpenTelemetry, Honeycomb, PyTorch, Polars, pytest

Independent Consultant

• Advisory focus: E-Commerce, Digitalization, Automation, Pricing, Assortment & Merchandising, Platform Strategy
• Industries: Retail & Consumer Goods
• Subject Matter Expert for leading management consultancies
• Ongoing executi...

• -- ENGLISH Version (Deutsche Version unten) ---

Experience

• Ex-BCG Platinion: 14 years as Manager & Chief IT Architect, leading large-scale IT transformations in complex group structures
• 20+ years of C-level consulting across AI/IT strategy, enterprise architecture, IT organization, transformation, M&A due diligence, project recovery, and interim management
• IT leadership experience with cross-functional, intercultural teams of up to 100+ people
• Hands-on background in software engineering, IT architecture, and project management
• Fortune Europe 500 focus; numerous international projects; SME and start-up experience

Core services:

• IT strategy, enterprise architecture (EAM), target architectures and roadmaps
• PE/M&A/carve-out IT/tech due diligence, asset valuation, cost estimation
• GenAI transformation, process automation, and AI governance
• IT reorganization, target operating model (TOM), agile transformation
• IT governance, development and ITSM process optimization (BizDevOps, SAFe)
• Review and recovery of critical large-scale IT programs
• Planning and steering of transformation programs and IT project portfolios
• IT vendor and platform selection (RfI / RfP)
• Coaching & Interim management

Industries (selection): Insurance, financial services & banking, energy & utilities, telecommunications, retail & consumer goods, logistics, media, industry & engineering, healthcare, professional services

Projects (selection):

• M&A Buy-side IT/Tech Due Diligence of an Acquisition in the Energy Sector (Utility, Smart Home) — AI-augmented with Anthropic Claude

• AI Initiative for LLM-Based Optimisation and Automation of Sales and Billing Processes

• Interim management Enterprise Architecture & group target architecture/roadmap development (METRO)

• Reorganization: Design and introduction of agile IT target operating model at international wholesale group (METRO)

• Design and implementation of agile BizDevOps target operating model (E.ON Grid Solutions)

• Platform/vendor selection for renewal of core insurance solution of start-up (ELEMENT Insurance)

• Establishment of project assurance capability and review/recovery of critical transformation projects (ERGO)

• Enterprise architecture management and development of divisional/solution architectures (Deutsche Post DHL)

• Strategic pricing architecture decisions in digital sales application landscape (E.ON Energie)

• IT due diligence: Architecture evaluation and monetary valuation of IT assets (ProSiebenSAT.1 Media)

• Interim management of group-wide security/compliance programme (ERGO)

• Enabling an application landscape for different sales organizations and product structures (E.ON Energie)

• Realignment of business/IT strategy and InsurTech platform selection (RfI, RfP) (nexible, ERGO Digital Ventures)

• Stabilization/optimization of an agile/SAFe business/IT DevOps landscape transformation (Lufthansa AirPlus)

• Process optimization and design/management of digitization and robotics introduction in power plants (RWE Nuclear)

• BSS target architecture development for fixed/mobile networks convergence (Deutsche Telekom)

• Optimization of IT organization model and methodology in application development and testing (Deutsche Telekom)

• Evaluation of fulfillment of a general contractor agreement for run-off/migration of contract portfolios (ERGO)

• -- DEUTSCHE Version (English version above) ---

Experience

• Ex-BCG Platinion: 14 years of strategy and implementation of large-scale IT transformations in complex corporate structures (Manager & Chief IT Architect)
• 20+ years of C-level-adjacent IT consulting: IT strategy, enterprise architecture, IT organization, transformation, due diligence, project recovery, and interim management
• IT leadership responsibility for cross-functional, intercultural teams of up to 100+ people
• Solid hands-on experience in software development, IT architecture, and project management
• Focus on Fortune Europe 500, numerous international projects; SME and start-up experience

Industries: insurance · financial services & banking · energy · telecommunications · retail & consumer goods · industry & engineering · logistics · media · healthcare

Services (focus areas):

• IT strategy, enterprise architecture (EAM), IT landscape target visions and roadmaps
• M&A/carve-out IT/tech due diligence, asset valuation, and cost estimation
• GenAI transformation, process automation, and AI governance
• IT reorganization, target operating model (TOM), agile transformation
• IT governance, development and ITSM processes (BizDevOps, SAFe)
• Review and recovery of critical large-scale IT projects
• Planning/steering of transformation programs and IT project portfolios
• IT service provider/platform selection (RfI, RfP)
• IT project management (agile, classic, hybrid)
• Coaching & interim management

Projects (selection):

• M&A buyer-side IT/tech due diligence of an acquisition in the energy sector (utility, smart home) — AI-augmented with Anthropic Claude
• AI initiative for LLM-supported optimization and automation of sales and billing processes
• Interim management of Enterprise Architecture and development of group target architecture in wholesale (METRO)
• Reorganization: design and introduction of an agile IT target operating model (TOM) at an international wholesale group (METRO)
• IT reorganization: introduction of an agile BizDevOps target operating model (TOM) at an energy group (E.ON Grid Solutions)
• Platform selection / vendor selection for renewal of the core insurance solution of a B2B2C start-up (ELEMENT Insurance)
• Process optimization, digitalization, and introduction of robotics in power plants (RWE Nuclear)
• Assessment of fulfillment of a general contractor agreement for run-off/migration of life insurance portfolios (ERGO)
• Business/IT strategy and InsurTech platform selection for a digital insurer/start-up (nexible, ERGO Digital Ventures)
• Enabling an energy application landscape for multiple sales units (E.ON Energie)
• Strategic architecture decisions in price management of a digital sales application landscape at an energy group (E.ON Energie)
• Stabilization/optimization of an agile DevOps IT transformation in business travel and payment management (Lufthansa AirPlus)
• Interim management in a group-wide security and compliance program of a global insurer (ERGO)
• Building project assurance capability as well as review and optimization/recovery of critical IT projects in an insurance group (ERGO)
• Building enterprise architecture management and development of domain and solution architectures for a logistics group (Deutsche Post DHL)
• M&A IT due diligence – evaluation and valuation of IT assets in the media sector (ProSiebenSAT.1 Media)
• Development of BSS target architecture and roadmap for fixed/mobile convergence (Deutsche Telekom)
• Optimization of IT governance/organization and methodology in application development and testing at a telecommunications group (Deutsche Telekom)

• Led end-to-end delivery of complex international customer-facing IT and system transformation projects across mobility, retail, life sciences, and product development domains.

• Managed project opportunities and delivery initiatives from concept development, planning, execution, migration, validation, deployment, and final customer acceptance.

• Acted as the primary point of contact for project stakeholders, ensuring alignment between customers, business units, suppliers, and delivery teams.

• Ensured timely project execution through proactive monitoring of milestones, deliverables, dependencies, risks, and resource requirements.

• Led and coordinated global cross-functional teams of 20+ members across multiple time zones. Served as the central coordination point for project activities, ensuring accountability, milestones, progress tracking, and timely resolution of issues across multiple stakeholders. Managed status reporting with all the stakeholders, providing clear and timely updates to ensure alignment on project goals.

• Provided functional leadership, mentoring, coaching, and issue resolution support to project team members. Worked closely with senior leadership and executive stakeholders to define project charter and project scope, priorities, milestones, manage dependencies, success criteria and achieve project goals.

• Collaborated closely with senior leadership, business stakeholders, suppliers, operations teams, and external partners to define project objectives and ensure successful execution.

• Managed stakeholder communication through executive dashboards, KPIs, governance reviews, steering committee meetings, and project status reporting.

• Anticipated business needs and provided effective technical solutions in a timely manner to improve business satisfaction.

• Led and supported sub-project management structures, ensuring consistent execution, reporting, and escalation across complex initiatives.

• Managed supplier relationships and service providers to ensure compliance with contractual obligations, service levels, timelines, and quality expectations.

• Supported vendor selection processes, RFP evaluations, delivery governance, cost monitoring, and performance reviews.

• Controlled project budgets, forecasts, resource allocations, and financial tracking to ensure delivery within approved constraints.

• Scheduled workshops explaining the business requirement, prioritizing project goals and managing change.

• Oversaw cloud migrations (Azure/ AWS), database migrations/upgrades, system upgrades, infrastructure & application modernization, data management, legacy decommissioning initiatives, AI solutioning, transition plan of 2000+ applications etc.

• Coordinated execution, deployment, integration, commissioning, data migration and handover activities to ensure production readiness.

• Led a cross-functional team proactively managing dependencies and resolving project issues to closure, while maintaining delivery timelines.

• Proactively managed project risks, dependencies, issues, change requests, and escalations to ensure predictable project outcomes.

• Ensured compliance with GxP, ITIL, corporate governance standards, validation requirements, and audit controls.

• Led internal and external audit support activities, validation documentation, CAPA coordination, and regulatory compliance initiatives.

• Drove process standardization, automation, and governance improvements across project delivery functions.

• Led application rationalization initiatives resulting in the retirement of more than 50 legacy applications, improving operational efficiency and reducing maintenance costs.

• Currently driving Generative AI initiatives to automate project documentation, reporting, knowledge management, and delivery processes.

• Facilitated lessons learned workshops and implemented continuous improvement actions to enhance project execution effectiveness.

• AI-Enabled Analytics & Reporting: Lead a 2-person BI team, applying predictive analytics and automation to translate complex business requirements into forward-looking insights, recommendations, and financial reports.
• Advanced Data Visualization: Design and maintain 25+ high-impact Power BI/Tableau dashboards tracking company-wide KPIs and trends, structured to support predictive and automated reporting.
• Web Analytics & Insights: Own GA4 tracking and analysis, driving a 15% increase in conversion insight through deeper customer journey analysis.
• Data Pipeline Optimization: Partner with data engineers to redesign and automate data pipeline workflows, cutting manual reporting time by 20% while safeguarding data accuracy and system uptime.

• Led the global HRIS transformation program (16 country units): program setup, PMO, phase planning, status reporting, and steering up to partner/SteerCo level
• Built an HR readiness assessment framework (6 dimensions, weighted scoring) as a decision basis for implementation and AI maturity — mandated by the board as the project outcome
• HR process architecture: analysis of 80+ level-3 processes and 87 ISO process documentations across 13 country clusters; gap analysis and harmonization roadmap
• Designed agentic AI HR processes (hiring, onboarding, probation period management) on SAP S/4HANA Private Cloud and ServiceNow — human-in-the-loop design, process screening for agentic potential, decision paper at partner level
• HRIS market analysis: vendor screening, criteria framework, and evaluation logic for system selection
• HR target operating model: organizational analysis, archetype framework (9 dimensions), governance design for a global HR function
• Self-assessment tools and workshop formats for 16 country HR teams incl. nomination and stakeholder management; SharePoint project hub and communication architecture
• AI-supported consulting delivery: my own Claude-based working model for analysis, document creation, and project management — one consultant delivering program output

PLANT-MY-TREE®-per-order

The application enables Shopify merchants to automatically place tree-planting orders for every incoming order. By integrating ecological contributions directly into the purchase process, the manual effort for tracking and billing reforestation initiatives is eliminated. The system increases transparency for end customers through real-time visualizations of the ecological impact directly in the storefront. The architecture is based on a modular monolith with Spring Boot in the backend and an integrated React app inside the Shopify admin area. The solution uses webhooks to capture order data in an event-driven way and integrates the weclapp ERP system for automated monthly invoicing. An app proxy mechanism provides dynamic statistics such as CO2 compensation and planted trees without any performance loss for the merchant shop.

Tasks:

• Design of the modular software architecture based on Spring Modulith to ensure high maintainability
• Development of the event-driven business logic for evaluating Shopify orders via webhooks
• Implementation of automated invoicing by connecting the weclapp REST API
• Building the frontend using React Router and Shopify App Bridge for native integration
• Design of the database model and implementation of the persistence layer with JPA/Hibernate and Prisma
• Integration of internationalization processes for global use in the frontend and email communication
• Automation of deployment processes using Docker and GitLab CI/CD

Project skills: Java 25, Spring Boot, Spring Security, Spring Modulith, Hibernate, JPA, REST API, PostgreSQL, Maven, Liquibase, React, TypeScript, React Router, Vite, Node.js, Prisma, Zod, Docker, Docker Compose, GitLab CI/CD, Shopify CLI, Shopify App Bridge, Polaris, weclapp, i18next, Lombok, Vitest

• Define EMEA ISV Go-to-Market strategy to push indirect SaaS sales
• Solve customer problems with AI embedding into new use cases and solutions
• Build partner ecosystem and sell partner solutions to drive platform consumption
• Enable cross-functional teams on AI use cases implementation
• Manage a cross-functional team of 7 FTE
• Built EMEA partner originated pipeline from scratch with 70 mn€ TCV and 20 mn€ ARR growth sales with cloud-based and hybrid solutions
• Increased co-sell rate from 20% to 40% and co-delivery rate from 25% to over 50%

• Development of the SmartHub platform for RepairX.io (iOS app & web)
• Development of an AI-powered (clinical decision support) patient management platform for the Malteser Hospital to provide care for uninsured patients
• Development of a retrieval-augmented generation (RAG) system for the intelligent processing of medical data for ASCEND gGmbH
• Design of an AI-powered system for emotion analysis of guests and development of AI agents for automated accounting and compliance checks
• Planning of the RepairX.io platform (circular economy) and management of a DAO Hyperledger blockchain system for NGOs
• Development of internal audit systems for AI ethics violations in healthcare (according to the EU AI Act)

• Mobile: Kotlin Multiplatform (KMP), Kotlin, Swift, SwiftUI, Jetpack Compose, Ktor, Room, Koin
• Backend: Spring Boot, GCP Cloud Run, GCP Load Balancer, GCP Eventarc
• Planned and developed a cloud backend architecture with Google Cloud Platform
• Developed a cross-platform architecture with Kotlin Multiplatform (KMP)
• Tech lead for comprehensive large project including webshop, two apps and omnichannel backend