AI Systems Assurance
Independent assessment of AI/ML systems: data pipelines, model lifecycle, evaluation evidence and human oversight. Hardening and remediation support is available as a separate advisory engagement.
We provide independent assessment of AI/ML systems in production or pre-production as control objects: data lineage, model lifecycle, evaluation evidence, transparency and human oversight — with residual risk you can show to risk committees and supervisors. Hardening, monitoring design and remediation support are offered only as a separate advisory engagement; when an independent assurance opinion is required, assessment and advisory roles are segregated.
What this covers
- System boundary, data-flow and oversight mapping
- Controls across data, model lifecycle and evaluation evidence
- AI/ML risk assessment and gap analysis
- Prioritised remediation recommendations for client-owned action
- Optional advisory hardening or monitoring design under a separate engagement
- Optional independent verification after remediation
Typical outcomes
Documented AI risk picture; control and oversight evidence; prioritised remediation recommendations. Optional advisory hardening under a separate, independence-aware scope.
When to engage
Institutions needing independent assessment of production or pre-production AI/ML under transparency, safety or supervisory expectations — without conflating assessor and implementer roles.
Engagement model
- Agree assurance scope, system boundary and evidence expectations.
- Assess controls across data, model lifecycle and human oversight.
- Deliver risk assessment, gap analysis and prioritised remediation recommendations.
- Optional: separate advisory engagement for hardening or monitoring design — with role segregation when an independent assurance opinion is required.
Reference frameworks for this engagement:
Practitioner credentials for this engagement:
Describe the AI system and its operating context. We will propose an assurance approach and, if needed, a separate advisory scope that preserves independence.