Cambridge, UK
Innovation Hub
New Introducing NL2SQL Analytics — query your data in plain English
BFSI Change delivery for banks & insurers

Trusted Partner in Your Digital Journey

We design, deploy and operate intelligent systems for regulated enterprises — from RAG pipelines and agentic workflows to MLOps, AI safety and cloud transformation — alongside a specialist BFSI practice that delivers change programmes for banks and insurers. Built by engineers, governed by design.

Powering AI for forward-thinking teams across the UK & Europe
◆ HELIX
▲ NORTHWIND
◉ MERIDIAN
▮ ORBIS
◆ CAMBIOLOGICS
★ INTELLIQUEST
What we do

End-to-end AI capabilities, delivered as a partnership.

From applied research to production operations. Six practice areas, one continuous engineering operation.

AI Safety & Governance

EU AI Act readiness, guardrails, prompt-injection defence, bias auditing and audit-ready compliance for regulated industries.

Compliance Privacy Audit

MLOps & Managed Support

Lifecycle management, CI/CD for ML, drift detection, automated retraining and ITIL-aligned 24/7 incident response.

MLOps CI/CD Monitoring

Cloud Transformation

Migration, FinOps and infrastructure-as-code across AWS, Azure and GCP — measurable cost and resilience outcomes.

AWS Azure GCP

BFSI — Banking & Insurance

Managed change delivery for banks, brokers and insurers — London Market digital trading, Murex & treasury upgrades, regulatory reporting and data modernisation, delivered under our own scope of work.

London Market Murex Reg Reporting
Explore BFSI Services →
Flagship platform

Meet NL2SQL Analytics — natural-language analytics, on-premise.

Live · used by Tier-1 banks

Ask in English.
Get instant, audited answers.

Query enterprise data warehouses in plain English with twelve-point security guardrails, self-healing queries and full audit trails — without a byte of customer data leaving your perimeter.

  • 100% on-premise — zero data egress, deployed inside your VPC.
  • Twelve guardrail layers — schema awareness, PII redaction, query allowlists, audit logging.
  • Self-healing queries — automatic retry, error correction and follow-up clarification.
  • Role-aware results — answers respect your existing data access controls.
NL2SQL · Risk Analytics Console
env · prod-eu
Show me top 5 counterparties by exposure that breached VaR limits last quarter
-- generated · validated · 12 guardrails passed
SELECT c.name, SUM(p.exposure) AS total_exp,
       COUNT(b.breach_id) AS breaches
FROM counterparties c
JOIN positions p   ON p.cp_id = c.id
JOIN var_breaches b ON b.cp_id = c.id
WHERE b.quarter = '2026-Q1'
GROUP BY c.name
ORDER BY total_exp DESC
LIMIT 5;
CounterpartyExposureΔ vs Q4
Helix Capital Ltd£2.4B+18%
Northwind Holdings£1.8B−6%
Meridian Bank£1.2B+9%
12 guardrails passed 0.42s · zero egress audit · log #84217
How we work

From discovery to production, in four phases.

A repeatable engineering rhythm that gets AI from idea to live, governed and observable — typically in eight to twelve weeks.

01

Diagnose

Two-week immersion. We map data, systems, regulatory exposure and decision points to identify where AI compounds value.

Week 1–2
02

Architect

Reference architecture, model selection, evaluation harness and governance plan — all aligned to your stack.

Week 3–4
03

Build

Engineering sprints with embedded teams. Pipelines, guardrails, CI/CD and observability shipped iteratively.

Week 5–10
04

Operate

Production hand-off with 24/7 MLOps coverage, drift monitoring and quarterly model reviews.

Week 11+
Selected work

Production engagements across regulated industries.

★ Flagship

RegTech AI — regulatory intelligence at global scale.

AI-driven regulatory monitoring across eleven jurisdictions and 200+ data fields. Built on a hybrid RAG + CAG pipeline with frontier LLMs and a fully audited governance loop.

11
jurisdictions
200+
reg fields
94%
precision
Banking · Live since 2026
New

AccountIQ

Privacy-first, on-device accounting assistant for UK SMBs. VAT filing, reconciliation and year-end powered by local LLMs.

Pilot · UK SMB
Healthcare

CamBiologics

AI-driven cancer research platform with secure data flows, structured trial intake and explainable model outputs.

Live · 2025
Enterprise

IntelliQuest

A precision-AI workbench for enterprise teams — retrieval, evaluation and agent orchestration in one auditable UI.

Live · Enterprise
Capital Markets

Helix Capital · Murex

Mx3.1 upgrade with embedded AI assistants for trade reconciliation and risk reporting — 60% faster close.

Live · 2026
Built for regulated industries

Security, governance & compliance — first-class, not bolted on.

Every system we ship is auditable end-to-end. We design for the most stringent regulatory regimes and operate with the rigour your security team expects.

SOC 2 Type II
Audited · 2026
ISO 27001
Certified
EU AI Act
Ready
GDPR
UK + EU
HIPAA
Compliant
PCI DSS
Level 1
★ Now Available on iOS & Android

AI Academy —
Learn, Build, Get Certified

Our AI-powered learning platform delivers structured courses from fundamentals to production-grade AI systems. Earn industry-recognised certifications in RAG, LLMs, MLOps, and more.

20+ Learning Modules
Hands-on Quizzes
AI Certifications
Progress Tracking
Video & Interactive
Mobile-first Design

Ready to Transform?

Let's discuss how AI-powered engineering can accelerate your outcomes.

Get in Touch →