In Appreciative Inquiry, the question is not just a tool for gathering information. The question is an intervention.

This is a profound insight with practical implications.
When we ask people “what is the biggest ethical risk in your AI systems?” we direct their attention toward risk. The conversation that follows is organised around threat, vulnerability, and inadequacy.

When we ask “tell me about a time your team made a decision that genuinely prioritised human wellbeing over commercial pressure: what made that possible?” we direct attention toward courage, values, and capability.
The conversation that follows is organised around strength.

Both conversations produce real insights. But they produce different insights, and they leave people in different states. The first tends to generate anxiety and defensiveness. The second tends to generate energy and pride.

For ethical AI, the quality of the questions we ask determines much of what we discover. Here are some examples of appreciative questions applied to responsible AI:

For AI developers:
“When have you felt most proud of the ethical quality of your technical work? What conditions made that possible?”

For product leaders:
“Describe a moment when your team seriously wrestled with the human impact of an AI feature before shipping it. What did that process look like?”

For executives:
“When have you made a decision about AI that prioritised long-term trust over short-term performance? What gave you the conviction to do that?”

For community members:
“Tell me about a technology or system that treated you with genuine respect and dignity. What made it feel that way?”

Each of these questions assumes that the positive thing has happened: that ethical AI practice already exists, at least in moments. This assumption is both methodologically important and, in most organisations, genuinely true.

The organisations that do ethical AI best are not the ones that have found the perfect framework. They are the ones that have cultivated a habit of appreciative attention: asking, regularly and genuinely, what their best looks like, and building toward it.

Reflection question: Write one appreciative question you could ask a colleague about ethical AI in your organisation. What might their answer reveal?