Human-AI & automation
When AI changes the task, redesign the human role.
AI and automation can remove routine work while creating new demands around monitoring, verification, trust, exception handling, escalation and accountability. Human Factors helps organisations design the combined human-AI system, not only the technology.
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Where we add value
Challenges we help solve.
- AI is being introduced into safety, health, operations, quality or decision-support workflows.
- People must monitor or verify automated outputs but the oversight role is unclear.
- Automation may reduce practice and create deskilling or over-reliance.
- A project needs to define when humans should intervene, challenge or override the system.
Consulting approach
Rigour that leads to better decisions.
Each engagement is scoped around the decision, operating context and consequence. We combine direct observation, appropriate HFE methods and senior professional judgement so recommendations are proportionate, defensible and practical to implement.
Map the current task and the future human-AI allocation of work.
Identify decisions, uncertainty, failure modes, oversight demands and escalation points.
Review information needed for appropriate trust, verification and intervention.
Define human-centred requirements for workflows, interfaces, competence and governance.
Client value
Clear direction for implementation.
- Human-AI task and role allocation
- Oversight and escalation design
- Decision-support and interface requirements
- Competence, training and deskilling considerations
- Human-centred implementation and validation plan
Context-specific delivery
International HFE, applied to the realities of your operation.
Human Factors & Ergonomics is most effective when it reflects the people, technology, standards, culture and constraints of the actual work system. Our practice is based in Singapore, with engagements structured around the specific context of each client and project location.
WSH Council workplace ergonomics ↗ MOM WSH Risk Management ↗
Client questions
What organisations often ask.
What does Human Factors add to AI governance?
Governance defines responsibilities and controls; Human Factors examines how those controls work in the real task — what people see, decide, verify, escalate and remain competent to do.
Can you assess an AI-enabled workflow before deployment?
Yes. We can map role changes, oversight requirements, decision points and potential performance-shaping issues before wider implementation.
Is this the same as AI risk assessment?
It can contribute to wider AI risk or impact assessment, but this service focuses specifically on the human-work-system implications of AI and automation.