Services for UK teamsProduction engineering that stands up to scrutiny.
We scope the work around your intended use, data flows and buyer requirements. For NHS-facing technology, we can organise technical evidence against relevant DTAC areas; your organisation retains regulatory and procurement decisions.
01 / DiscoverRecommended first step
MLOps Readiness Audit
Review your model, data interfaces, cloud setup and delivery controls to identify the shortest responsible route to production.
- Architecture and deployment-risk inventory
- UK data-flow and transfer questions for your privacy team
- DTAC/DSPT technical evidence map where applicable
- Prioritised roadmap with milestones and acceptance criteria
Best forHealthtech or fintech teams preparing a pilot or buyer review.
02 / BuildCore deployment
Reliable model deployment
Package inference as a service and give the team a release process they can understand and repeat inside their approved environment.
- Containerised serving and CI/CD pipeline
- Role-based access, secrets and audit logging
- Environment and data-location choices based on your requirements
- Staging, rollback tests and operating documentation
Best forProducts moving from research or pilot to a managed service.
03 / ScaleMulti-model project
Controlled scale across models
Make model delivery consistent while retaining evidence of each use case’s validation, release decisions and risk controls.
- Shared registry and versioning approach
- Approval gates and change history
- Per-model quality, bias and drift checks
- Evidence pack and team handover
Best forTeams standardising several models across products or sites.
04 / OperateOngoing retainer
Monitoring & maintenance
Keep services observable and changes controlled after go-live, with clear escalation and review routines for your own risk owners.
- Availability, latency and data-quality alerts
- Drift and performance review cadence
- Incident and rollback playbooks
- Documented improvements and ownership transfer
Best forTeams that need sustainable operations after deployment.