Visibility
Make AI visible and understandable.
Recognise where AI is present and how it may be shaping an experience or decision.
AI Literacy · Education & Community
Enter with curiosityAI literacy isn't just about learning how to use AI. It's about understanding how it influences what we see, learn, believe and decide — and having the confidence to question it.
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Why AI Literacy Matters
AI literacy cannot stop at teaching people how to prompt a tool.
As AI increasingly influences the information we receive, the decisions we make and the environments in which we learn and work, people need to understand more than how to use it.
They need to know when to question it.
They need to recognise when AI may be influencing them.
They need to understand issues such as privacy, bias, accuracy, manipulation and accountability.
And they need the confidence to decide when AI should — and should not — be trusted.
Understand
Question
Decide
Act
The Yunique AI Approach
VOICE is Yunique AI's framework for building AI literacy that goes beyond tools and prompts. It develops the awareness, judgement and agency people need to navigate AI responsibly.
Five connected ideas designed to be understood, remembered and used beyond the room.
01
Visibility
Recognise where AI is present and how it may be shaping an experience or decision.
Where is AI already present?
02
Ownership
Technology can influence decisions without taking away our responsibility to make them.
Who remains responsible?
03
Impact
Explore privacy, bias, fairness, safety, representation and the effect AI can have on individuals and communities.
Who feels the consequences?
04
Critical Thinking
Examine outputs, assumptions and recommendations rather than simply accepting them.
What should be questioned?
05
Empowerment
Give people the knowledge and confidence to make informed choices about when and how they use AI.
What can you choose?
AI Literacy for the Next Generation
A flagship expression of Yunique AI's work helping the next generation understand the technology already shaping their digital world.
Read · Question · Decide

Question 01Who chose what you see?
Question 02Why did the app recommend that?
Question 03What does it know about you?
Question 04Should you trust the answer?
The App Is Not Your Friend is a story-led introduction to AI literacy created to help young people understand the technology shaping their digital world — and develop the confidence to question it.
Through storytelling, activities and critical-thinking prompts, young readers explore some of the issues they are already encountering online, including algorithms, privacy, AI-generated content, manipulation and digital agency.
The aim isn't to teach children to fear AI.
It's to teach them how to think about it.
From Ideas to Experience
Yunique AI brings these ideas into classrooms, organisations and communities through facilitated AI literacy experiences designed to turn awareness into understanding — and understanding into agency.
Ask. Test. Discuss. Decide.
AI Literacy Experience 01
Interactive, practical sessions that help participants understand where AI is influencing their lives, recognise potential risks and practise questioning AI rather than simply accepting its outputs.
Potential audiences include
Make the human questions visible.
AI Literacy Experience 02
Engaging talks that make the human questions surrounding AI understandable, relevant and actionable.
Topics can include
Build beyond a single session.
AI Literacy Experience 03
Bespoke AI literacy programmes for organisations seeking something deeper than a one-off session.
Programmes may combine VOICE, facilitated workshops, The App Is Not Your Friend and supporting learning resources.
Suitable for
Two Sides of Responsible AI
Yunique AI works on both sides of the equation.
Responsible systems
CLEAR
Helping organisations establish the governance, accountability, evidence and oversight required to use AI responsibly and defensibly.
Informed people
VOICE
Helping people develop the understanding, critical thinking and confidence required to engage with AI responsibly.
The Yunique AI position
Responsible AI needs both.

About Yunique
Responsible systems matter. So does the confidence to question them.
Yunique Demann works at the intersection of AI governance, privacy, security and AI literacy.
Her work examines not only how organisations govern AI, but how people understand, question and respond to the systems increasingly shaping their lives.
As Founder of Yunique AI and author of The App Is Not Your Friend, Yunique brings governance, accountability and critical thinking together to make responsible AI practical for organisations, educators and communities.
AI Literacy
Whether you're a school, council, organisation, conference or community programme, let's create an experience that gives people the confidence to understand AI, question it and make informed choices.
What should people understand before AI influences the next decision?