How I Can Support You
I work with leaders who understand that AI systems making decisions about people must be held to higher standards. Most organisations are deploying AI-driven wellbeing and assessment tools without the scientific rigour required to know whether they help or harm. I help them get it right.
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How I Can Help
I provide evidence-first consulting, assurance, and advisory services at the intersection of artificial intelligence, wellbeing science, and psychometrics.
Psychologically Safe AI Infrastructure
Designing governed AI systems that build human agency through bounded measurement, transparent safeguards, and evidence-weighted learning.
- Clear purpose and boundaries
- Behavioural change system architecture
- Bounded data model with psychometric defensibility
- Decision policy layer with safety gates
AI Assurance and AI Governance
Independent, evidence-based evaluation of whether your AI system is safe, lawful, reliable, and fit for its stated purpose.
- Assurance brief for executives
- Evidence map and risk-scored findings
- Governance pack with roles and escalation paths
- Fairness and performance test summary
AI Monitoring, Drift, and Early-Warning Governance
Operational monitoring blueprints, drift detection, and early-warning governance for deployed AI systems.
- Monitoring architecture specification
- Drift detection protocol
- Feedback-loop risk map
- Escalation, rollback, and retraining playbooks
Ethics and Assurance Training
Practical capability-building for teams building AI systems that affect people.
- Role-specific playbooks
- Template pack (risk register, assurance checklist, monitoring triggers)
- Contestability and user-rights design patterns
- Tailored remediation roadmap
Wellbeing Science and Intervention Design
Precision wellbeing science: construct audits, population segmentation, evidence-mapped interventions, and outcome measurement.
- Wellbeing construct audit
- Population segmentation analysis
- Intervention logic model and precision targeting
- Outcome measurement and evaluation plan
Speaking and Keynotes
Keynotes, board-level talks, and executive offsites on the future of work in an age of agentic AI.
- Custom keynote content development
- Board-level presentation materials
- Executive offsite facilitation
- Follow-up resources and documentation
How I Approach Engagements
Every engagement follows a structured path from problem definition to decision-ready outputs. No ambiguity, no scope creep, and no recommendations without evidence.
What I Do Not Do
Clarity about scope is part of the service. I am specific about where my expertise starts and stops so you can plan accordingly.
Discuss Your Needs- I do not implement technology systems
- I do not provide legal advice
- I do not provide ongoing support
My role is to ensure that you have the scientific and governance clarity to make defensible decisions about AI systems that affect people.
Ready to talk?
If you are considering an AI-driven wellbeing or assessment system and want to ensure it meets the standards it should, let us start a conversation.