Beyond compliance,
coherence.
Independent research and advisory on AI governance, helping cultural institutions and organisations whose work depends on public trust align their use of AI with their mission and values.
Artificial Intelligence Governance Professional (AIGP)
AI model evaluation · Cultural leadership · Quantitative economics
Advisory
From choosing an AI tool to organisation-wide strategy, governance and implementation.
Explore advisory →Research and writing
Articles, research and analysis on AI governance and the decisions that compliance alone does not settle, with particular attention to cultural institutions.
Writing →Latest writing
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Article
When Museum AI Adoption Outpaces Governance
A new UNESCO–ICOM survey finds AI already spreading through everyday museum work while governance, training and evaluation lag far behind.
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Essay
AI Governance Where the Stakes Are Human
Frontline NGOs need clear rules for using AI with sensitive testimony, including what data enters the tool, how failures are handled and who remains responsible.
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Background
Making culture happen
More than a decade building and running cultural projects, managing programming, production, teams, budgets and public partnerships.
Numbers, before AI
Training in quantitative and behavioural economics, followed by empirical research and analysis of cultural markets.
Testing the machines
AI model evaluation and red-teaming, including adversarial testing, failure analysis and quality review.