Deep manufacturing intelligence down to the machine and process level, scaled to your entire enterprise.
Replicate lighthouse-site gains across every plant, without long standardisation projects.
OT (MQTT, OPC UA) and IT (ERP, MES, QA, SQL) with secure, auto-scaling connectors.
Auto-structure signals and metadata into a common model for your production network, mapping signal-streams, assets and clusters.
Translate and join OT data streams with Enterprise IT data into a Unified Context Graph (assets · processes · materials).
Time-series explorer, process flow views, bottleneck & root-cause insights.
Feed apps, analytics, and AI with clean, contextual data; scale across plants reliably.
Scalability-by-default
Templates and policies that let you roll out sites in weeks, not months.
Automation-first
Agents auto-discover, map, and keep context fresh – less manual data wrangling, fewer brittle scripts.
Data fusion & context
OT + IT + documents unified into a live context graph – assets · processes · materials.
End-to-end impact
From shop floor to board deck – one version of truth powering ops, quality, planning & finance.
Enterprise-ready
SSO/RBAC, lineage, governance, auditability.
Proven results across manufacturing networks
Real improvements from digital lighthouse implementations and sector references.
Build, integrate, and scale manufacturing applications on a unified data foundation.
Network-wide KPIs, OEE/OTD, compliance reporting
Same logic, every plant. Standardized reporting across your entire manufacturing network with consistent metrics and compliance tracking.
Self-serve analysis across lines, shifts, SKUs
Ask better questions, faster. Empower your team with tools to explore production data without waiting for IT support.
Build targeted apps on top of the context graph
Quality, maintenance, scheduling applications built on a unified data foundation that understands your manufacturing context.
Your data science, your notebooks, your LLMs
We serve trusted context. Plug in your existing tools and AI models with clean, contextualized manufacturing data.
Network-wide KPIs, OEE/OTD, compliance reporting
Same logic, every plant. Standardized reporting across your entire manufacturing network with consistent metrics and compliance tracking.
Self-serve analysis across lines, shifts, SKUs
Ask better questions, faster. Empower your team with tools to explore production data without waiting for IT support.
Build targeted apps on top of the context graph
Quality, maintenance, scheduling applications built on a unified data foundation that understands your manufacturing context.
Your data science, your notebooks, your LLMs
We serve trusted context. Plug in your existing tools and AI models with clean, contextualized manufacturing data.
Schedule a personalized demo and discover how our platform can transform your manufacturing operations.
Manufacturing insights, industry trends, and product updates from context/fab.
AI on the shop floor only creates value when it is grounded in live context and governed by the people who own the process. Without context, AI guesses. Without guardrails, it gets blocked.
Marc Krüger-Sprengel
Most factories don’t need another data lake or MES - they need architecture that understands how their plants actually run. A live context layer connects assets, processes, and data across legacy systems, creating one operational model that evolves with the work. This is how brownfield manufacturers modernize without rebuilding from scratch.
Marc Krüger-Sprengel
The systems that once powered production can’t keep pace with the speed of innovation. Operators, engineers, and quality leads juggle siloed tools to make sense of what’s happening now, while architecture lags behind. When architecture adapts, brownfield plants learn faster and improve without chaos.
Marc Krüger-Sprengel
Ready to transform your manufacturing operations? Let's discuss how we can help optimize your production network.
