Day One at AI for Good 2026 Geneva: The AI Questions the World Is Asking
We arrived at Palexpo Geneva this morning for Day one of the AI for Good Global Summit 2026, and by the time the afternoon sessions wrapped up, our team had spoken to governments, NGOs, global professionals and organisations from across the world. Here is our take on what the world is asking about AI:
What are AI governance frameworks — and why do countries approach them differently?
The big theme of the day was AI governance. Government representatives and policymakers from multiple countries discussed how their nations are developing national AI frameworks, and the variation between them was striking.
AI upskilling — why the urgency is real?
AI upskilling was the most frequently raised concern of the day, among NGO representatives, senior professionals, and government advisors. One exchange that stood out came from a visitor who challenged the need for AI training, asking: "Did people get training on the internet before Google arrived?" It is a sharp question. The internet reshaped the world of work over two decades. AI may do the same in two years. In our view, the professionals who will adapt fastest are not necessarily those with the deepest technical knowledge; they are those with structured, credible, transferable qualifications that allow them to apply AI tools within their own professional context.
AI education for NGOs — access, affordability and impact
Several NGO representatives raised the challenge of AI education within resource-constrained organisations. The core tension is straightforward: AI tools are increasingly available to NGOs and can dramatically improve operational efficiency and impact measurement, but the staff who need to use them often lack the foundational knowledge to do so confidently and responsibly
Data protection in manufacturing — an underappreciated AI governance challenge
A specific area of conversation that James McConnell, our Strategic Business Partner, engaged with in depth was data protection in manufacturing environments. As AI systems are increasingly deployed on production lines and in operational technology settings, organisations are processing sensitive data about employees, processes, suppliers and customers n ways that existing data protection frameworks were not designed to govern.
AI and human rights — governance as an ethical question
Several conversations throughout the day addressed the relationship between AI and human rights directly. Questions around algorithmic bias, AI-enabled surveillance, automated decision-making in criminal justice and welfare systems, and the governance of facial recognition technology were all raised.
Is AI actually needed? The question behind the question
One visitor posed a genuinely provocative question during the afternoon: "Is AI actually needed?" It is easy to dismiss this as scepticism, but it deserves a serious answer.
AI augmentation and the future of careers — what should young people study?
One of the most energising conversations of the day concerned young people and the future of work. Just as digital natives (those who grew up with the internet) developed intuitive relationships with digital technology, we are now seeing the emergence of AI natives: children starting school today who will never know a world without AI-assisted tools, AI-generated content, and AI-mediated communication.
Everyone arrives with different expectations about AI — and that is the point
Perhaps the most important observation from Day one is the simplest: everyone comes to AI with different expectations, different fears and different starting points. Governments want frameworks. Organisations want governance structures. Professionals want credentials that get them hired. NGOs want accessible education for their teams. Young people want clarity about their futures. Manufacturing firms want data protection expertise. Developing nations want frameworks that serve their own populations, not just imported models from elsewhere.

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