Production AI is a system
We engineer the full path from source evidence and model services to user workflow, monitoring and exception handling. The model is one component, not the product.
Capability
Applied AI Engineering
We turn promising models into useful, governed systems that operate reliably inside real workflows.
Applied AI engineering connects models to the data, controls, interfaces and operating practices required for dependable production use.
Human review where consequence demands it
Consequential classifications, scores and recommendations are designed with review thresholds, clear provenance, override paths and accountable sign-off.
Governance in the implementation
Access controls, evaluation, audit evidence and operating ownership are built into delivery. This makes governance a working property of the system rather than a policy document beside it.
Related expertise
Connect the problem to delivery
Related work
Anonymised examples from delivery
Professional Services
Turning a complex advisory process into a governed workflow
- Period
- Q2 2026
- Scale / geography
- PE-backed UK advisory business
- Work type
- Client work
- Status
- Completed
Challenges
A growing advisory business needed to replace fragmented documents and manual hand-offs with a consistent operating model. The platform had to accelerate evidence-heavy work without weakening review standards.
Outcome
- Work that previously took weeks can now be completed in hours
- Reviewers retain clear oversight of evidence and AI-assisted outputs
- A repeatable workflow supports growth across the advisory portfolio
Public Sector
Governing review and scoring for a national programme
- Period
- Ongoing since 2025
- Scale / geography
- National multilingual programme
- Work type
- Client work
- Status
- Ongoing
Challenges
A high-profile national programme needed to process multilingual submissions faster while maintaining consistent scoring, committee oversight and defensible decisions.
Outcome
- Review cycles run faster with less manual processing
- Committee workflows and scoring are consistent across submissions
- Every decision remains traceable and defensible
Women's Health and Commerce
Creating a trusted scoring and commerce platform for women's health
- Period
- Q1 2026
- Scale / geography
- UK specialist health product platform
- Work type
- Client work
- Status
- In delivery
Challenges
A women's-health business needed to turn fragmented product evidence into transparent scores and a coherent commerce experience without overstating what the evidence could support.
Outcome
- Scoring logic and evidence workflows are being formalised
- Product discovery and commerce journeys are being developed together
- The platform is in delivery and no commercial outcome is claimed
Discuss the operational problem
Start with the constraint, the decision and the outcome that matters. We will help determine whether a focused build is the right response.
