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context/fab is the contextual data layer for manufacturing.

We connect OT and IT and the documents that explain how your factory runs. AI agents read technical specs, SOPs and internal wikis, then combine them with live signals to build a Unified Context Graph across assets, processes and materials.

This turns scattered data into a living map of your enterprise. Material flow links to core processes, and both tie to what actually happens on the shopfloor. You get end to end visibility from the smallest sensor reading to enterprise KPIs, so teams can see, automate and scale what works.

The platform is built to scale. Start on one line, template the model and calculations, bring new plants online without rework. Strong data contracts, access controls and lineage keep changes safe and traceable.

context/fab fits your stack. We work alongside your UNS, MES, BI and process mining tools, supplying clean, contextual data through stable APIs and event streams.

On this foundation, your lighthouse applications scale. Build once, run across plants without per‑line rewrites, with consistent definitions and governance. For a fast start, our application layer includes transparency and reporting for network‑wide KPIs, exploration and analytics for root‑cause and flow, and a toolkit for custom apps. You can also bring your own notebooks and models; we serve governed, versioned data contracts. The result is measurable improvement in OEE, OTD, throughput and scrap, and the confidence to roll what works from one site to the fleet.

Our mission is simple. Make factory data self organizing so every improvement can move from pilot to fleet.

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