Manufacturing intelligence scaled.

Deep manufacturing intelligence down to the machine and process level, scaled to your entire enterprise.

Everything you need to optimize your manufacturing operations.

Replicate lighthouse-site gains across every plant, without long standardisation projects.

Connect

OT (MQTT, OPC UA) and IT (ERP, MES, QA, SQL) with secure, auto-scaling connectors.

Map

Auto-structure signals and metadata into a common model for your production network, mapping signal-streams, assets and clusters.

Fuse

Translate and join OT data streams with Enterprise IT data into a Unified Context Graph (assets · processes · materials).

Observe

Time-series explorer, process flow views, bottleneck & root-cause insights.

Serve

Feed apps, analytics, and AI with clean, contextual data; scale across plants reliably.

Platform

Built for manufacturing at scale.

ADAPTIVE
TEMPLATE
Site #1
Site #2
Site #3
Site #4
Site #5
5 sites deployed• Ready for #6

Scalability

Scalability-by-default

Templates and policies that let you roll out sites in weeks, not months.

Automation

Automation-first

Agents auto-discover, map, and keep context fresh – less manual data wrangling, fewer brittle scripts.

Context

Data fusion & context

OT + IT + documents unified into a live context graph – assets · processes · materials.

Enterprise
Overall Impact
0.0%
Factory
Site Efficiency
0%
Shop Floor
Production Output
0%

Impact

End-to-end impact

From shop floor to board deck – one version of truth powering ops, quality, planning & finance.

Enterprise security

Enterprise

Enterprise-ready

SSO/RBAC, lineage, governance, auditability.

Proven results across manufacturing networks

Real improvements from digital lighthouse implementations and sector references.

pilot to plant-wide rollout in phased steps (Day 1–20 plan).
Weeks not years
achieved by sector leaders
>40% OTD
in digital lighthouses
>20% Output
in digital lighthouses
>10% OEE

Applications (on one foundation)

Build, integrate, and scale manufacturing applications on a unified data foundation.

Transparency & reporting

Network-wide KPIs, OEE/OTD, compliance reporting

Same logic, every plant. Standardized reporting across your entire manufacturing network with consistent metrics and compliance tracking.

Exploration & analytics

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.

Custom applications

Build targeted apps on top of the context graph

Quality, maintenance, scheduling applications built on a unified data foundation that understands your manufacturing context.

Bring Your Own (enablement)

Your data science, your notebooks, your LLMs

We serve trusted context. Plug in your existing tools and AI models with clean, contextualized manufacturing data.

Ready to see it in action?

Schedule a personalized demo and discover how our platform can transform your manufacturing operations.

From the blog

Manufacturing insights, industry trends, and product updates from context/fab.

Insights

The Bottleneck isn’t People, it’s Architecture

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

Get in touch

Ready to transform your manufacturing operations? Let's discuss how we can help optimize your production network.