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Systems & AI Engineering for E-Commerce, Logistics and Supply Chain | Agentic AI Analytics | CTO FandS AI Solutions | Ex-Zalando, Klarna, Wayfair, Parloa. Bass player in the spare time :-)
Enterprise eCommerce companies lose millions in revenue every year. Not because their logistics is slow, but because their delivery promises are. I fix that. FandS ESTIME replaces rule-based delivery promises with granular, order-level AI predictions optimized for conversion, not just accuracy. No supply chain changes required. Clean API integration into your existing storefront and backend. The impact is strongest where logistics has more moving parts: marketplaces, products with pre-shipment processing, or multi-warehouse fulfillment. But the core problem exists across all serious eCommerce operations. Before starting FandS, my co-founder Dr. Florian Fruth and I jointly led AI-driven delivery date prediction at Wayfair. We took it from ideation to full-scale implementation, leading a cross-functional AI and tech team. We bring that experience directly to FandS and our clients. If your delivery promises do not reflect what your logistics can actually do, let's talk. With 25-year experience in Systems Engineering, leading teams and enabling organizations to implement platforms using AI, Machine Learning, and Simulation in high-scale production environments. Experience in Supply Chain Planning, Scheduling, Simulation and Optimization, e-Commerce Catalog, Search, Personalization & Logistics, Natural Language workflows, Fraud detection, Payments & Generative AI. Leading and implementing solutions based on open source platforms, with the mission to enable companies and organizations to use AI cost-effectively. Building, mentoring, and leading cross-functional teams.
Universidad Tecnológica Nacional
B.Eng: 6-year Bachelor's degree (Engineer), Information Technology
January 1, 1994 – January 1, 2000
FandS AI Solutions GmbH
CTO, Co-Founder
July 1, 2024 – Present
Berlin, Germany
Parloa
Staff Machine Learning Engineer
April 1, 2024 – March 1, 2025
Berlin, Germany · Hybrid
Wayfair
Staff Machine Learning Engineer
August 1, 2020 – April 1, 2024
Berlin, Germany
hopeit.engine
Co-creator and Open Source Tech-lead
May 1, 2020 – Present
Berlin, Germany
Klarna
Engineering Manager, Cloud Feature Store for Decision Services
August 1, 2018 – May 1, 2020
Berlin Metropolitan Area
Zalando SE
Software Engineer Backend - Search & Personalisation
August 1, 2016 – August 1, 2018
Berlin Metropolitan Area
BSGrupo
BigData with NoSQL databases, Hadoop and Spark trainer
July 1, 2015 – July 1, 2015
hopeit.engine
Natural Language Processing, Entity Recognition and Decision Support Systems implementation
March 1, 2014 – July 1, 2016
Buenos Aires, Argentina
Soteica Visual Mesa LLC
Senior Supply Chain Systems Consultant
January 1, 2014 – July 1, 2016
Yokogawa
Supply Chain Scheduling Modeling and Software Implementation at Aromatics Plant
April 1, 2013 – July 1, 2014
Singapore
Soteica Visual Mesa LLC
Software Architecture and Development
January 1, 2008 – January 1, 2014
Braskem
Operations Scheduling Modeling and Utilities Optimization for Petrochemical Plants
January 1, 2006 – December 1, 2006
Salvador, Brazil
Copesul
Schedule Modeling and Optimization for Refining Operations
January 1, 2005 – December 1, 2005
Porto Alegre, Brazil
HollyFrontier Corporation
Mass-Balance Software Implementation
January 1, 2004 – December 1, 2004
Cheyenne, Wyoming, United States
Suzano Petroquímica
Supply Chain Management Sales integration
January 1, 2003 – December 1, 2003
São Paulo and Rio de Janeiro, Brazil
YPF SA
Flow Dew Point Monitoring Solution Development
October 1, 2002 – January 1, 2003
Buenos Aires
Soteica Visual Mesa LLC
Java Software Engineer
January 1, 2001 – July 1, 2008
Petrobras Argentina SA
Petrobras: eCommerce Integrated Supply Chain Management Implementation for Petrochemicals
January 1, 2001 – January 1, 2002
Buenos Aires / Porto Alegre
Flow Dew Point Monitoring Solution
May 31, 2026 – Present
Dew Point calculation and monitoring solution developed in C++ and implemented over iFix.
Frontier Oil Mass Balance software implementation
May 31, 2026 – Present
Frontier Oil Cheyenne/El Dorado Plants, Soteica Visual Mesa Production Accounting system implementation. Integration with PI and SAP.
Service Management System
May 31, 2026 – Present
Analysis and development of a in-house Service Management System for Obra Social de los Trabajadores de la Sanidad Argentina.
Supply Chain Long Term Capacity Planning
May 1, 2023 – May 1, 2024
Network capacity planning using simulation and optimization.
Data Integration and Analytics Dashboard development
March 1, 2014 – July 1, 2016
The project involves several components design and development, using the MongoDB+NodeJS+AngularJS technology stack, integrated to several SQL legacy databases such as SQL Server, PostgreSQL and Firebird. A complete dashboard solution was implemented from data collecting, mapping to user front-end.
Yokogawa Electric Corporation / Jurong Aromatics Corporation: Supply Chain Scheduling Modeling and Software Implementation at Aromatics Plant, Singapore
July 1, 2013 – July 1, 2015
Soteica Visual Mesa Supply Chain Scheduling implementation and integration with PIMS, LIMS, Yokogawa Exaquantum and SAP.
Energy Optimization KPI Dashboard Software Design
October 1, 2012 – July 1, 2016
Soteica Visual Mesa Energy Optimization software KPI/Analytics module design and Historian integration. MongoDB, VB.Net, C++ and RESTFul Web Services.
Scheduling Operations Management Software Development
January 1, 2009 – July 1, 2015
Soteica Visual Mesa Supply Chain Scheduling software design and Development. Java EE, JBoss, SQL Server/Oracle stack.
Production Accounting and Balance Software Development
July 1, 2006 – July 1, 2009
Soteica Visual Mesa Mass Balance software design and development. ERP Intelligent data connector development. Java EE, JBoss, SQL Server/Oracle stack.
Operations Scheduling Modeling and Utilities Optimization for Petrochemical Companies at Salvador, Brazil
January 1, 2006 – December 1, 2006
Optience SCMart solution implemented and integrated with SAP.
Copesul: Schedule Modeling and Optimization for Refining Operations at Porto Alegre, Brazil
January 1, 2005 – December 1, 2005
Optience SCMart solution implemented and integrated with SAP, PIMS and LIMS.
Suzano Petroquímica: Supply Chain Management Sales integration for Petrochemical Company at Sao Paulo and Rio de Janeiro, Brazil
January 1, 2003 – October 1, 2003
WAM Supply Chain software implemented and integrated with ERPs: DataSul.
Pecom Energía: eCommerce Integrated Supply Chain Management Implementation for Petrochemical Companies at Buenos Aires, Argentina and Porto Alegre, Brazil
January 1, 2001 – October 1, 2002
FoCus project. integrated CRM/SCM solution. WAM Supply Chain solution implemented and integrated with Siebel CRM and SAP.
LT Broadcasting System
April 1, 1998 – January 1, 2000
Implementing DCOM communications architecture for Windows World Opern 1998 Communications software winner: LT Broadcasting System. VB, C++, DCOM and SQL Server.
Intro to Deep Learning
National Research University — Higher School of Economics
June 30, 2026 – Present
Convolutional Neural Networks in Tensorflow
DeepLearning.AI
June 30, 2026 – Present
Building Resilient Streaming Systems on Google Cloud Platform
Coursera Course Certificates
June 30, 2026 – Present
Serverless Machine Learning with Tensorflow on Google Cloud Platform
Coursera Course Certificates
June 30, 2026 – Present
Parallel programming by École Polytechnique Fédérale de Lausanne on Coursera. Certificate earned on August 21, 2016
EPFL
June 30, 2026 – Present
Functional Program Design in Scala by École Polytechnique Fédérale de Lausanne on Coursera. Certificate earned on July 16, 2016".
EPFL
June 30, 2026 – Present
Graph Analytics for Big Data
Coursera Course Certificates
June 30, 2026 – Present
Machine Learning With Big Data
Coursera Course Certificates
June 30, 2026 – Present
Introduction to Big Data Analytics
Coursera Course Certificates
June 30, 2026 – Present
Hadoop Platform and Application Framework
Coursera Course Certificates
June 30, 2026 – Present
Introduction to Big Data
Coursera Course Certificates
June 30, 2026 – Present
MongoDB Certified Developer Associate Level
MongoDB
June 30, 2026 – Present
Cultural Fit Analysis
The candidate's extensive experience across various companies (FandS AI Solutions, Parloa, Wayfair, Klarna, Zalando) and roles, including co-founder and open-source tech-lead, indicates a strong entrepreneurial spirit and adaptability to different organizational cultures. Their involvement in diverse projects, from supply chain optimization to e-commerce personalization and AI solutions, suggests a broad interest and ability to contribute to varied initiatives. The focus on AI/ML and data-driven solutions aligns well with modern tech-driven environments.
Soft Skills & Operational Fit
The candidate's experience as a CTO, Staff ML Engineer, and Engineering Manager, coupled with roles in technical leadership and mentoring, suggests strong leadership, problem-solving, and collaboration skills. Their involvement in open-source projects and tech evangelism indicates a proactive and innovative mindset. The diverse project portfolio demonstrates adaptability and a broad operational fit.