Artificial Intelligence.
From opportunity identification through production deployment — custom AI applications that deliver measurable outcomes, built with the right guardrails from day one.
Production AI, not AI theatre.
We've shipped AI into regulated environments — housing associations, councils, accounting practices, insurers. That means we know the difference between a demo and a product: evaluation harnesses, human-in-the-loop, audit trails, red-teaming, and a cost model that holds up.
Our AI practice blends senior applied scientists with engineers who can integrate with your ERP, CRM, case management or core banking system. No hand-off gap between proof and production.
Where we help.
AI Readiness Assessment
Four-week, fixed-scope review of your data, capability, controls and opportunities — with a costed, sequenced AI roadmap.
Use-case discovery & prioritisation
Structured workshops to surface 20–40 candidate AI use cases, scored on value, feasibility, data readiness and regulatory exposure.
Custom AI applications
End-to-end build: data pipelines, model development, UI, integration, rollout. Deployed in your cloud, in your identity boundary.
Evaluation & MLOps
Offline eval suites, online monitoring, drift detection, prompt versioning, cost tracking — the unglamorous layer that keeps AI trustworthy.
AI safety & governance
Alignment with NIST AI RMF and the UK AI Opportunities Action Plan. Policy, decision records, red-team playbooks, incident response.
Fine-tuning & small models
When a small, domain-adapted model beats a frontier API on cost and latency — we'll build it, evaluate it and deploy it.
From readiness to production.
Opportunity map
Workshop to surface use cases, constrain scope, agree success metrics.
Feasibility spike
Data assessment, model shortlist, offline evaluation against your ground truth.
Build & integrate
Fortnightly demos, working system in your cloud from sprint one.
Operate & improve
Monitoring, retraining, cost optimisation, new-capability rollouts.
- ✓Working AI application in your cloudDeployed, monitored, documented — not a notebook.
- ✓Evaluation harnessRepeatable offline + online eval suite with your data.
- ✓Ops runbookHow to operate, retrain, monitor, incident-respond.
- ✓Governance packRisk register, DPIA, audit trail, model cards.
- ✓Business-case artefactBefore/after metrics, 12-month P&L impact, case-study draft.
- ✓Capability transferYour team trained to operate and extend the system.
Tools & frameworks we use.
A real engagement.
Mid-size accounting firm — AI triage of 42,000 client queries / year.
A Retrieval-Augmented Generation system routes inbound client queries, drafts responses and escalates edge cases. 73% of queries now auto-resolved to partner-quality, freeing ~9,000 hours/year for advisory work.
Read full case study