Close rendering of a network switch rack dressed with aqua and yellow fibre into vertical cable managers.

04 Enterprise AI Engineering

AI your organisation can trust and explain.

We build the pipeline between your data and your models — governed ingestion, retrieval, model serving and continuous evaluation — so every answer can be traced to its source.

Discuss an AI project

Illustrative 3D rendering — fibre into a network spine rack.

What we deliver

From systems of record to models in production.

We start with the decision you want to improve and the data you already have, then engineer a system that can be evaluated, secured and maintained.

  • Data

    Data readiness & governance

    Source inventory, quality checks, lineage and retention rules agreed before any model sees the data.

  • Knowledge

    Secure RAG

    Retrieval-augmented generation over your documents and records, permission-aware, with citations back to the original source.

  • Models

    Model selection & serving

    Hosted, open-weight or fine-tuned models chosen on evidence, served on capacity sized for the workload.

  • Quality

    Evaluation & monitoring

    Test sets built from real questions, measured before launch and continuously after it.

  • Security

    Access control

    Answers respect the same permissions as the underlying systems; every request is logged.

  • Integration

    Business-system integration

    Assistants and automations delivered inside the tools your teams already use.

  • Private AI

    Private enterprise AI

    Models deployed in your cloud tenancy, colocation or on-premises, so sensitive data stays inside your boundary.

  • Automation

    Automation & AI agents

    Agents that carry out multi-step tasks with scoped tool access, human approval where it matters, and a full audit trail.

  • Strategy

    AI deployment strategy

    Use-case selection, build-versus-buy, infrastructure sizing and a staged roadmap tied to measurable outcomes.

Reference data flow

Select a stage
Operations assistantExample transcript
› Which CDUs in Hall B exceeded 34 °C supply in the last 24 h?
Two units: CDU-B07 peaked at 34.6 °C for 11 minutes after a pump changeover[1], and CDU-B12 reached 34.2 °C during a facility-water valve test[2]. Both returned to setpoint without rack throttling[3].
[1] BMS trend · CDU-B07 · supply temperature[2] Work order WO-4471 · valve test[3] Telemetry · rack power-cap events: 0

The transcript is a constructed example of a cited answer, not output from a customer system.

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