Data Lab
Discover Data. Accelerate Industrial AI.
The HammerHAI Data Lab provides access to high-quality datasets and data services to support AI-enabled innovation in engineering and manufacturing. At its heart is the HammerHAI Data Platform, a free collection of data resources for startups, SMEs, large enterprises, and academic researchers. Discover, share, and access datasets and services that will enable you to prototype, develop, train, and evaluate AI models for industrial applications. Whether you’re a researcher, developer, manufacturer, engineer, or industry innovator, the HammerHAI Data Lab can help you translate data into practical solutions and open new possibilities for AI-powered products, services, and research.


The HammerHAI Data Lab is aligned with the European Data Union Strategy, a European Commission initiative that connects data, infrastructure, and services to accelerate AI innovation. HammerHAI also leads the Manufacturing and Robotics Data Lab, which brings data lab services based at AI Factories across Europe together with industry stakeholders and data spaces to support the manufacturing sector.
Explore services
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AI-Ready Data Engineering
HammerHAI AI-Ready Data Engineering helps companies and research projects transform existing datasets into high-quality, AI-ready data. Using secure, AI-powered pipelines specifically tailored to manufacturing and engineering data, the service improves metadata quality, enriches semantic descriptions, and automatically prepares datasets for machine learning applications.
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Augment AI: Synthetic Data Augmentation
Augment AI improves the robustness of machine learning models in industrial manufacturing by generating synthetic training data, addressing data imbalances, and systematically optimizing models and training processes.
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Data Management
HammerHAI Data Management supports companies and research projects in organizing, documenting, and securely sharing their data for AI applications. The service combines private data inventories, controlled data access, and machine-actionable data management plans to improve transparency, traceability, and compliance throughout the AI lifecycle.
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Secure AI Model Benchmarking
HammerHAI Secure AI Model Benchmarking enables independent evaluation of AI models on confidential, real-world datasets without disclosing data to model developers or models to data providers. Acting as a trusted third party, HammerHAI provides secure benchmarking across multiple organizations while protecting intellectual property, data sovereignty, and confidentiality.
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SWAN Sovereign Catena-X Data Exchange
SWAN enables secure, standardized, and sovereign access to industrial, automotive data from the Catena-X data space for AI applications on HammerHAI. The service combines guided data space onboarding and proven SWAN data exchange technology with Connector integration.
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