Individual skills & posture
Developing the human capabilities that support responsible engagement with AI. This includes AI literacy and the 4D framework (Describe, Discern, Delegate, Diligence).
The collective
A collective of complementary expertise united around a shared ambition: supporting impact organisations towards AI governance with the ethical excellence they deserve.
Our mission
Supporting organisations working for the common good to develop informed AI governance: rooted in their identity and values, grounded in a rigorous and precise understanding of what the technology can (and cannot) do, and supported by human skills, adapted technical infrastructure and a lasting collective dynamic.
The foundations of responsible adoption
Our approach rests on the articulation of three dimensions that together constitute informed AI governance. Hover over each circle to explore its definition.
Our manifesto
Human-Centered AI places the needs, values and well-being of people at the heart of AI development and deployment. It is not about the technology itself, but about what it does for people.
Any AI technology we promote, develop or integrate into our training programmes must be designed to strengthen human capabilities — not to replace or bypass them.
We also draw on Ivan Illich's criteria for evaluating whether a tool can be considered just and "convivial". These criteria apply fully to AI.
The tool remains at the service of the person. It does not create dependency, capture attention, or replace judgement.
No forced subordination, no exercised domination. Power relations must not be reproduced — neither between humans and machines, nor between organisations.
It gives everyone more capacity, more freedom of action, more agency in the world. AI must be emancipatory.
Enabling conditions
These are not skills to acquire once, but dimensions to cultivate over time — at the level of a team, an organisation, or the sector as a whole.
Developing the human capabilities that support responsible engagement with AI. This includes AI literacy and the 4D framework (Describe, Discern, Delegate, Diligence).
Understanding the technical context in which any AI project takes place: information systems, infrastructure, implementation conditions and technical requirements.
Creating a favourable social environment: collaborations, joint projects, sharing governance frameworks, and peer-to-peer experience exchange.
WHAT SETS US APART
We don't offer ready-made recipes. We develop in each organisation the capacity to navigate on its own — with discernment, in line with its values and mandate.
We know the technology from the inside — its architectures, how it works, its blind spots. This engineering rigour allows us to accompany without overselling, and to identify what AI can genuinely do for your mission.
Every use we promote is assessed against a simple principle: does it strengthen the autonomy of people and organisations, or does it create dependency? AI must emancipate, never subjugate.
Responsible AI adoption does not happen organisation by organisation. It is built through peer exchange, the sharing of common frameworks, and the gradual emergence of a shared sectoral culture.