Built on the systems you already run.
Data, knowledge, and intelligence on your existing stack.
Your production reality, mapped.
From the connected data we build a continuously updated model of how your production runs. Assets, processes, materials, and the decisions made along them, as one connected reality your teams and agents can act on.
- Agentic onboarding builds the initial map from documentation and live signals
- Continuously updated as operations and decisions evolve
- Queryable by teams, applications, and agents
- Targeted, pattern-optimised human-in-the-loop
The systems you already run, connected.
We connect to your MES, ERP, historians, PLCs, and shopfloor systems alongside the unstructured documentation that holds your operating knowledge.
- Connectivity to MES, ERP, historians, PLCs, MQTT, OPC UA, and shopfloor networks
- Unstructured documentation: SOPs, P&IDs, line-builder specs, Confluence
- Data products served into Snowflake, Databricks, Fabric, and custom stacks
- Lineage and governance across every transformation
Decision intelligence, live.
On that model, process mining, AI, and manufacturing agents run on live operations from day one. They surface where margin is leaking, where flow is breaking, and where the next decision moves the business.
- Process mining across plants on the operational model
- Out-of-the-box exploration, standard KPIs, cross-plant benchmarking
- Manufacturing agents for scrap, throughput, process parameters, and working capital decisions
- Governable, traceable, auditable by construction
Deploy where your data lives.
SaaS.
Managed by context/fab. Fastest path to production.
Private Cloud.
Deployed in your Azure or AWS subscription.
On-Prem.
For plants and customers with strict air-gap or sovereignty requirements.
Enterprise-grade from day one.
Zero-trust architecture, identity that federates with what you already run, and AI governance built into the platform. Not bolted on after rollout.
Zero trust by default.
Every request authenticated, every action authorised. No implicit trust between services, users, or agents.
Governance for users and agents.
One policy model covers the analyst on a dashboard and the agent reasoning over the knowledge graph. Decisions stay traceable, auditable, and revocable.
SSO, SCIM, and least privilege.
Federates with your identity provider. Roles scoped to the data and actions each user or agent needs, and nothing more.
ISO 27001 and (soon) SOC 2.
Local data residency (EU-hosted SaaS, or your cloud and geography for enterprise), independently audited information-security management, and best-in-class AI governance built in.