Keep humans in control of AI decisions.
AI tools are only as accountable as the humans overseeing them. We design oversight frameworks that define exactly where human review is required, who is responsible, and how decisions are documented, giving you accountability that satisfies regulators.
Oversight that works in practice, not just on paper.
A human oversight framework covers checkpoints, reviewer responsibilities, override procedures, audit trails, and the training staff need to exercise genuine independent judgment.
Oversight Checkpoint Design
Identification of every point in your AI-assisted workflows where a human must review, validate, or approve before the process continues. Checkpoints are designed to be practical, not bureaucratic.
Reviewer Role and Responsibility Definition
Clear definition of who is responsible for each oversight checkpoint, what they are expected to review, what authority they have to override AI outputs, and how they document their review.
Override and Escalation Procedures
Documented procedures for when a human reviewer disagrees with an AI output, including escalation paths, documentation requirements, and the process for feeding corrections back into the system.
Oversight Effectiveness Monitoring
Metrics and monitoring arrangements to assess whether human oversight is working in practice, including override rates, review times, error rates, and patterns in AI output quality.
Audit Trail and Accountability Records
Systems and procedures for maintaining a complete audit trail of AI outputs, human reviews, overrides, and decisions, providing accountability evidence for regulators and auditors.
Reviewer Training and Competency
Training for staff in oversight roles covering how to critically evaluate AI outputs, recognise common failure modes, and exercise independent judgment rather than defaulting to AI recommendations.
From workflow mapping to trained reviewers.
AI Workflow Mapping
We map every workflow in your organisation where AI tools are used, identifying the decisions made, the outputs produced, and the points where human judgment is currently applied.
Oversight Gap Analysis
We identify where human oversight is currently absent, insufficient, or inconsistently applied, and assess the risk associated with each gap.
Checkpoint Design
We design the oversight checkpoints for each workflow, specifying what must be reviewed, by whom, using what criteria, and within what timeframe.
Procedure Documentation
We document the oversight procedures in a format that can be incorporated into your standard operating procedures, staff handbooks, and training materials.
Reviewer Training
We deliver training for staff in oversight roles, covering critical evaluation of AI outputs, common failure modes, and the importance of independent judgment.
Monitoring and Review
We establish monitoring arrangements to track oversight effectiveness and a review schedule to update the framework as AI tools and workflows evolve.
Oversight frameworks for regulated UK organisations.
Legal Practice AI Review
A law firm using AI for legal research and document drafting needed a formal oversight framework to satisfy the SRA that AI outputs were being appropriately reviewed before use with clients.
Oversight framework produced with specific checkpoints for research outputs, draft documents, and client communications. SRA satisfied. Oversight procedures incorporated into the firm's quality management system.
Financial Advice Firm
An FCA-regulated financial advice firm used AI to assist advisers in preparing suitability reports. The FCA required evidence that advisers were exercising independent judgment rather than relying on AI outputs.
Human oversight framework produced with documented review requirements for each stage of the advice process. Adviser training delivered. FCA supervision visit passed with no findings on AI oversight.
HR and Recruitment Process
A large employer used AI to assist in shortlisting job applications. The HR team needed an oversight framework to manage the risk of discriminatory AI outputs and satisfy employment law requirements.
Oversight framework produced with mandatory human review of all shortlisting decisions. Bias monitoring metrics established. Employment law compliance maintained. Framework adopted as standard for all AI-assisted HR processes.
Is your AI properly overseen by humans?
Book a free AI governance review. We will assess your current AI workflows, identify where human oversight is absent or insufficient, and give you a clear picture of what a formal oversight framework for your organisation needs to cover.