Human-Machine Integration: Leading with Authority
We help organisations integrate AI and automation without losing decision integrity, safety, or workforce confidence.
We help organisations integrate AI and automation without losing decision integrity, safety, or workforce confidence.
Coaching · Keynote speaking · Thought leadership
The future of work is reshaping not just organisations but the people inside them. I work with individuals navigating that shift: helping them think clearly about who they are, what matters to them, and how to build a working life that holds meaning and agency as intelligent systems change the nature of work itself.
Through individual coaching, keynote speaking, and published thought leadership, I offer a perspective grounded in research and in the deeply human experience of uncertainty about what comes next.
Workforce consulting · Executive Fellowship · AI governance audit
Chameleon Mettle Group works with organisations navigating the governance, workforce, and accountability implications of AI and automation. Founded by Dr Peta Chirgwin, whose PhD in Mining Automation and Remote Operations focused on Human Factors. CMG's work is grounded in Human Authority-Centred Work Design (HACWD), a methodology built from research into how humans actually work alongside autonomous systems in high-consequence environments.
We provide structured, defensible assurance processes for senior leaders and boards who need evidence they can stand behind. Our work spans AI readiness auditing, intelligent work design, executive capability development, and the Human Authority Index - the first scored standard for measuring human decision authority across AI-influenced systems.
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