Engineering Reliability from Design to Operation

CrossFields ApS – Specialist in Reliability and AI-powered Solutions

Book a meeting about AI
💬 Book meeting

Our Services

Design for Reliability

We support with design analysis, component selection and simulation to ensure reliability from the start.

Reliable Manufacturing

We offer quality assurance, supplier audits and process control in manufacturing.

Reliable Operation

We analyze field data and failures, supporting predictive maintenance and strategic improvements.

AI and Machine Learning

AI-driven Business Development

We help companies become AI-driven through internal tools, advisory and integration of generative AI into daily workflows.

Machine Learning & Data Analytics

We work with modeling, fault diagnosis, predictive maintenance and data-driven decision support – especially in technical environments.

Generative AI & Vibe Coding

We build solutions that let non-technical users create software and analysis through interaction with AI. Tools include Hugging Face, Gradio, OpenAI and Colab.

MCP, IoT and Dashboards

We integrate real-time data from IoT devices into AI-powered dashboards and digital twins, enabling live, data-driven monitoring.

About CrossFields

CrossFields ApS was founded by Villads Jakobsen – a mechanical engineer, certified ISO 9001 lead auditor, and specialist in reliability, quality, and data-driven decision support – with more than 25 years of experience in the energy sector, particularly in wind energy.

My career began as a certified welder working on offshore platforms and in the shipbuilding industry. I later pursued an engineering degree and have since held specialist roles at Bosch Rexroth, DONG, Statkraft, and Vattenfall. At Vestas, I served as Manager for Supplier and Component Quality, focusing on critical components such as gearboxes – working closely with failure analysis, quality assurance, and supplier development.

I have conducted audits across both Europe and Asia – including more than 35 in China – and have gained a deep understanding of how data, processes, and organizational structures interconnect. My systematic and holistic approach enables me to identify failure mechanisms and optimize operations and lifecycle costs in complex technical systems.

My interest in artificial intelligence began in 2017 through work with machine learning. When the first commercial LLMs were released in late 2022, I quickly immersed myself in the technology and have, since early 2023, been a heavy user of models such as Claude, ChatGPT, Deepseek, Mistral, Grok, and Gemini. My broad interest and hands-on experience across multiple AI modalities allow me to rapidly identify new use cases and opportunities as new features and models emerge.

Through intensive work with the latest LLM technologies, I’ve developed an up-to-date understanding of the market and the trends shaping generative AI. This unique combination of technical insight and strategic business understanding enables me to translate technological advances into tangible value.

CrossFields is for those seeking deep technical expertise, grounded experience, and a forward-looking partner who bridges classic engineering with the data-driven technologies of the future.

Contact

Email: info@crossfields.io

Phone: +45 60 13 53 88

© 2025 CrossFields ApS. All rights reserved.

We use cookies to give you the best experience. By using our site you accept the use of cookies.