Problem framing
Turning a vague situation into a clearly stated, workable problem.
What problem are we trying to solve?
Infinitum AI / Geneva
Human capabilities × Artificial intelligence
AI-IQ, a proprietary method that links human capabilities, mindsets and work situations to guide how AI is used.
Discover the methodSoft Skills Engineering for AI Usability
What we believe
The value of AI also depends
on the human capabilities that steer it.
01 / The shift
Technology extends what we can delegate. It is up to us to develop the ability to set direction, evaluate results and take ownership of decisions.
What AI takes on
Research · Analyse · Produce
What humans must strengthen
02 / The method
A framework of human capabilities and mindsets. Soft Skills Engineering puts them into practice, according to context, to guide work with AI.
28 human capabilities
7 thinking landmarks
15 mindsets
A stance that orients
the capability in use.
The steps are landmarks. The path depends on the context.
An educational and operational framework
03 / Capabilities in action
Four examples from the 28 capabilities in the framework.
Turning a vague situation into a clearly stated, workable problem.
What problem are we trying to solve?
Asking the right questions to guide AI and deepen thinking.
What is missing from our thinking?
Checking the validity, accuracy and reliability of an answer.
What evidence is this answer based on?
Observing and regulating your own way of thinking and of using AI.
How am I reasoning right now?
The Socratic legacy
Question before concluding.
04 / Our solutions
01
Map current uses, needs and the capabilities to strengthen.
AI readiness assessment
Explore the assessment02
Train steering capabilities through real work situations.
AI and AI-IQ training
Explore the training03
Connect human capabilities, roles and responsibilities.
AI adoption support
Talk about your contextStepping back
Keynotes & facilitation
Opening up thinking on AI, how work is changing and the place of human capabilities. Creating perspective and shared reference points to inform decisions.
Plan your event05 / In the field
Culture / City of Geneva
AI and Microsoft Copilot training for the curatorial and public engagement unit.
A documented exercise: comparing several sources, spotting where they diverge and deciding what still needs checking.
City of Geneva WHO ITC UNITAR University of Geneva
CEFCO Givaudan BDO Albert School
Alliance / CEFCO × Infinitum
Registration opens
November 2026
CEFCO and Infinitum are preparing learning paths for professionals and programmes for companies, at CEFCO’s five centres in French-speaking Switzerland.
In partnership with CEFCO, a continuing education provider founded in 1994 and eduQua-certified.
Geneva · Renens/Lausanne · Fribourg · Neuchâtel · Sion
Get notified when registration opens06 / Behind Infinitum
Marco Barber Salvat develops AI-IQ at the crossroads of user experience, digital transformation and training.
Workshops, training courses and talks for professionals, managers and executives.
LinkedIn profile of Marco Barber Salvat (opens in a new tab)Advisory Board
Digital transition
Public sector
Former Mayor of Geneva, responsible for the city’s digital transformation.
LinkedIn profile of Sami Kanaan (opens in a new tab)Digital transformation
Business
Business leader, technology and finance.
LinkedIn profile of Ndiawar Sar (opens in a new tab)AI advocacy
International
Anthropologist, psychologist, media and education.
LinkedIn profile of Shahin Ammane (opens in a new tab)07 / Let’s start the conversation
Organisations · Teams · Professionals
Let’s start from your context, your lines of work and the decisions you are accountable for.
Let’s discuss your project