Human-centred AI · Open framework

AI Confidence Ladder

A practical progression from uncertainty to confident, responsible AI use in real work.

Why it matters

People cannot be instructed into confidence.

AI adoption often begins with tools, licences and training catalogues. The AI Confidence Ladder begins with how a person currently experiences AI and what would make the next step feel safe, useful and achievable.

From framework to visible change

What this looks like for you

The toolIdentify the current confidence rung and one realistic next step.

In practiceUse AI on one task you already understand, within clear boundaries, then compare and challenge the output.

What changesYou know where to start, can judge the result and can explain responsible use to someone else.

The ladder

1 · Avoiding

AI feels irrelevant, risky or too difficult to begin.

2 · Curious

The person can see potential but lacks a safe starting point.

3 · Trying

AI is being used experimentally on low-risk tasks.

4 · Applying

The person can choose suitable use cases and evaluate output.

5 · Adapting

AI is thoughtfully integrated into workflows and judgement.

6 · Enabling

The person helps others build confidence and responsible practice.

Questions to ask

Find the next step, not the final destination.

What does the person already understand well enough to judge?

What is one low-risk task where AI could save effort or improve thinking?

What boundary would make experimentation feel safer?

What evidence would show that confidence has increased?

Practical action

Choose one task and design one rung.

Do not ask someone to “become confident with AI.” Identify their current rung, choose a real task and define one behaviour that would demonstrate progress to the next rung.