Industrial data flow

Services

Five practices for manufacturers ready to act on data.

01

Industrial Data Foundations

We connect MES, ERP, SCADA, historians and IoT sensors into a unified, governed data platform. Built on modern lakehouse architectures (Databricks, Snowflake, Fabric) with the right level of GxP rigour.

  • Plant-to-cloud pipelines
  • Unified namespace (UNS)
  • Data contracts & lineage
  • Historian modernisation
02

Analytics & OEE Dashboards

Real-time visibility for the people who run the plant. We design dashboards plant managers actually open every morning — not pretty reports nobody trusts.

  • OEE, yield, scrap, energy
  • Downtime root-cause analytics
  • Shift & supervisor boards
  • Power BI, Tableau, Grafana
03

Applied AI & Machine Learning

Pragmatic AI, deployed where it pays back. We deliver predictive maintenance, computer-vision quality inspection, demand forecasting and generative-AI assistants for engineers and operators.

  • Predictive maintenance
  • Vision-based QC
  • Forecasting & S&OP
  • GenAI copilots for ops
04

Process Automation & Digitisation

Replace clipboards, spreadsheets and email chains with auditable digital workflows — without ripping out what works.

  • Electronic batch records
  • Workflow automation
  • Document intelligence
  • Custom internal tools
05

Data Strategy & Advisory

Fractional Chief Data Officer support for manufacturers who need direction, not another vendor pitch. Roadmaps that survive contact with the shop floor.

  • Maturity assessments
  • Data & AI roadmaps
  • Vendor selection
  • Team coaching & enablement

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