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What we do

Three practices. One standard.

Secure, sovereign, production-grade AI delivery for government, enterprise and finance — built by a team that runs its own products in production.

Where We Work

Three practices, each held to the same production standard

Government & Public Sector

A delivery partner for departments and public bodies where security classification, citizen trust and accountability are non-negotiable.

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AI Development

End-to-end AI engineering — the same team that built Orizon and RBVM, working on your problem.

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Accounting & Finance

AI systems for finance teams that cannot afford to be wrong — reconciliation, anomaly detection and reporting with every decision traceable.

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Inside Each Practice

What we take on, and what you receive

Government & Public Sector

A delivery partner for departments and public bodies where security classification, citizen trust and accountability are non-negotiable.

Outcomes We Measure

  • Casework hours returned to frontline teams
  • Fraud and error stopped before payment, not recovered after
  • Citizen queries resolved at first contact

Capabilities

  • Fraud and error detection

    Identify irregular patterns in benefit and grant flows before money leaves the department, with every flag explainable to auditors.

  • Citizen service triage and frontline support

    Assistants that resolve routine queries around the clock and route complex cases to the right caseworker with full context.

  • Document processing and casework automation

    Large-scale extraction, classification and summarisation that turns weeks of manual casework into hours of review.

  • Demand forecasting for public services

    Anticipate service pressure so staffing and budgets follow need rather than lag behind it.

  • Rapid prototyping under government constraints

    Working prototypes in days, built within your security classification and procurement realities from the outset.

  • Legacy system modernisation

    Incremental modernisation of ageing estates that protects continuity of service while opening the door to AI.

What You'll Receive

Working prototype delivered inside your security constraintsProduction service with a complete audit trailData protection and equality impact assessment supportAccreditation-ready documentationKnowledge transfer to in-house teams

Technologies & Tools

GOV.UK Design SystemAzure & AWS UK regionsPrivate LLM deploymentsRAG pipelinesPythonTerraformPostgreSQL

AI Development

End-to-end AI engineering — the same team that built Orizon and RBVM, working on your problem.

Outcomes We Measure

  • Prototype to production in weeks, not quarters
  • Every release judged by evaluations, not opinion
  • Runs on your infrastructure, under your controls

Capabilities

  • AI strategy and roadmapping

    Use-case discovery, feasibility assessment and value scoring that turn ambition into a costed, sequenced plan.

  • Data engineering and pipelines

    Reliable ingestion, transformation and lineage — with data quality measured and monitored, not assumed.

  • LLM applications, RAG and agentic workflows

    Retrieval-augmented systems and agentic workflows grounded in your data, with humans in the loop where it matters.

  • Custom model development and evaluation

    Models built and fine-tuned for your domain, proven against your data before they reach production.

  • Cloud deployment and MLOps

    Deployment on your infrastructure with automated pipelines, observability and controlled rollback.

  • Testing, evals and red-teaming

    Unit tests through adversarial red-team assessment, so reliability and safety are demonstrated rather than promised.

What You'll Receive

Prioritised AI roadmap with value and feasibility scoringProduction data pipelines with quality monitoringDeployed models with evaluation reportsSafety guardrails and red-team findingsMLOps tooling with monitoring and alertingDocumentation and structured handover

Technologies & Tools

Azure AIAWS BedrockKubernetesLangChainApache AirflowdbtMLflowOpik

Accounting & Finance

AI systems for finance teams that cannot afford to be wrong — reconciliation, anomaly detection and reporting with every decision traceable.

Outcomes We Measure

  • Manual reconciliation hours cut, close cycle shortened
  • Anomalies flagged in real time, not at month end
  • Every automated decision traceable for audit

Capabilities

  • Automated transaction reconciliation

    Match payments to invoices across bank feeds and ledger, with discrepancies raised for human approval rather than buried.

  • Fraud and anomaly detection

    Continuous monitoring that flags unusual transactions the moment they occur, with alerts your team can act on.

  • Intelligent expense categorisation

    Ledger categorisation that learns from your team's past decisions and improves with every correction.

  • Audit trail automation

    A complete, tamper-evident record of every automated action, kept ready for internal and external audit.

  • Financial reporting assistance

    Books updated daily rather than monthly, with report generation and insight available on demand.

  • Tax compliance monitoring

    Continuous checks against current rules, so thresholds and filing deadlines never arrive as a surprise.

What You'll Receive

Automated reconciliation pipelineAnomaly detection with human review workflowAudit-ready documentation trailIntegrations with your existing ledger and bank feedsReporting dashboards and scheduled outputsTeam training and handover

Technologies & Tools

Bank feed integrationsOCR & document AIXero & QuickBooks APIsPrivate LLM deploymentsPythonPostgreSQL

Our Process

A proven route from first conversation to production

01

Discovery

Understand the problem, the data and the constraints.

02

Strategy

Agree the roadmap, success measures and guardrails.

03

Implementation

Build, evaluate and ship to production.

04

Optimisation

Measure, refine and scale what works.

Start With a Conversation

Tell us the outcome you need — we'll tell you honestly whether AI is the right way to reach it.