Services/Manage
AI Ethics & Governance
Guardrails, audits, and documentation that let AI systems pass review by your risk, legal, and compliance teams.
- 6 to 10 weeks
- Fixed-scope assessment, with implementation as a follow-on
- A lead with ML and compliance experience, plus engineers as needed
- Regulated industries and systems that make decisions about people
What we do
For organisations deploying AI where fairness, explainability, or regulation apply. We assess the system, implement the controls, and produce the documentation an auditor or regulator will ask for.
What the work includes
Bias testing on real data
Measured across the attributes that matter for your use case, with mitigations implemented and re-measured, not just described.
Explainability that holds up
Decision logging, feature attribution, and plain-language rationales that a reviewer can follow.
Regulatory mapping
EU AI Act obligations, GDPR, and industry rules mapped to your system and to concrete controls, with gaps prioritised.
Governance you can run
Review gates, sign-off roles, and a change process sized to your organisation rather than a framework nobody follows.
How an engagement runs
Scope, build, evaluate, operate.
The same four stages on every engagement, so you always know what happens next and what you will have at the end of it.
Scope
A short discovery with the people who own the problem. Output: a written scope, acceptance criteria, and a fixed estimate.
Build
A named lead and a team sized to the scope. Working software from the first weeks, demonstrated on a fixed cadence.
Evaluate
Every AI component is measured against real cases before rollout. The numbers decide when it goes live.
Operate
Deployment, monitoring, and a support window. Then a handover, or an ongoing team if you want one.
Typical stack
Tools we commonly use for this work. The final choice follows your requirements, region, and existing platform.
- Python
- Jupyter
- PyTorch
- Confluence
- Jira
Also in Manage
Related services.
Responsible deployment
Controls that survive an audit
Governance is easiest to add before launch and hardest to add after an incident. We help you build it into the system while it is still cheap to do.