Fleet AI

We work on the intersection of machine learning and distributed computing to build a new class of intelligent systems.

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Industry Solutions

Predictive Maintenance

Companies train a shared predictive maintenance model for manufacturing machines using federated learning.Data stays private, only the learnings are shared to improve prediction quality and avoid cold- start challenges.

Chatbot

Chatbots can be trained across different user groups to improve response quality without disclosing individual conversations. Sensitive topics, such as HR - related questions, remain private but quality improves with every interaction.

Agriculture

Different agricultural machines use video and images to identify weed growth or water supply. Each machine processes this data offline due to limited internet availability, the learnings are then shared when farm Wi-Fi is available again.

USV

Unmanned Surface Vehicles are programmable water drones that can, be equipped with different types of sensors for live data collection. The collected data can be used to monitor, for example, temperature, depth, or wildlife.

Healthcare

Healthcare data is naturally sensitive and distributed across, many institutions.The only way to derive useful insights is to use the data where it is, without the need to centralize it beforehand.

Automotive

Gathering high-quality datasets for autonomous or assisted, driving poses many challenges.Fleet learning approaches select rare high - value data samples without the need to collect vast amounts of low - value data beforehand.

Our Services

We believe we can help companies of all sizes to unlock the potential of artificial intelligence.

AI Ideation Workshop

We support your team and organization to build intuition about AI. This enables both employees and management to make educated decisions about AI initiatives that improve your products or business processes. Our workshop format helps you to identify potential AI projects and to understand the requirements for successful execution. Project proposals usually begin as loose ideas that will then be analyzed and structured throughout the workshop until we end up with a detailed concept that can move forward to implementation.

AI Prototyping

Data is naturally distributed but we ignore most of it and do not take full advantage of it. We help you to identify potential AI use-cases and define all technical requirements to make it production-ready. We can design and build the first AI prototype to show your organization the full potential of AI systems and possible next steps to define your AI strategy.

AI Product Building

Federated learning, fleet learning, and federated analytics enable us to build intelligent AI systems with full data privacy. Based on your your existing machine learning system or strategy, we build a fleet-based system on top of it that allows exchanging knowledge with full data privacy. Our background ensures that the systems are both scalable and state-of-the-art.

Opportunities

We are building a world class team. If you're an exceptionally talented software engineer or machine learning researcher, we'd like to hear from you:Careers

From Research to Production

Join us on our journey to bring fleet AI from research to production.