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01 · Field

AI Development.

The Group develops its own AI models, and builds bespoke model systems for institutional partners. XSIS and Qurec are the Group’s platform expressions of the practice.

A printed circuit board in close-up, its components lit blue and red
01Premise

The premise.

Most enterprise software written before 2023 assumes deterministic inputs and rule-based decisioning.Foundation models invert that assumption. Categories built on the old assumption cannot be patched into the new world; they have to be rewritten. The Group rewrites them — both for its own platforms and for partners that engage us to build under their brand.

02Approach

How we operate.

We build at three layers: the model layer (proprietary fine-tunes and from-scratch model development), the workflow layer (structured-output orchestration that replaces forms and SaaS UIs), and the decision layer (audit-ready outputs with traceable provenance).Engagements are delivered with on-premise, VPC, and air-gapped deployment options for regulated counterparties.

03Capabilities

What the practice does.

  1. Proprietary model development

    Development and fine-tuning of language, vision, and structured-data models against the Group’s own infrastructure or a partner’s data perimeter.

  2. Production decisioning

    Structured-output orchestration replaces legacy form-based workflows. Every decision is logged, versioned, and auditable.

  3. Multimodal understanding

    Text, vision, audio, and tabular ingestion against a unified semantic index.

  4. Bespoke partner engagements

    Selective engagements where the Group designs, trains, and ships AI systems for institutional partners under their brand.

04Platforms

The Group’s platforms in this field.

  • An engineer at a workstation in a data centre, a neural-network visual on screen
    AI Development

    XSIS

    Cognitive infrastructure for the modern enterprise.

    In operation
  • Two colleagues in silhouette at a bright office window, one on the phone
    AI Development

    Qurec

    The architectural successor to the Applicant Tracking System.

    In operation
  • A metalworker cutting steel, sparks flying across the frame
    AI Development

    AEE

    Deterministic computational modelling for heavy engineering.

    In development
Fields

The other fields.

  • An engineer with a laptop walking along a row of server racks in a data centre
    03 · Field

    Cloud Computing

    Encrypted cloud storage and private compute, with the keys held by the customer.

  • A photo-shoot crew in silhouette around lights and reflectors in a studio
    06 · Field

    Marketing & Branding

    Brand, identity and campaign work, made with the Group’s production capability.

  • A man in silhouette at a window of market data and city lights at night
    07 · Field

    Fintech

    Financial infrastructure at the intersection of regulated capital and AI-native systems.

See the full Group portfolio.