“What are you up to with AI?”

I’ve been asking that question a lot lately, and most responses focus on use cases, productivity gains, which tools to prioritise and, of course, AI governance. All are valid and important conversations BUT perhaps you need to be having a different conversation.

Many organisations are treating AI itself as the risk—hallucinations, bias, privacy, governance gaps. However, the fuller story is more unsettling, which is;

AI is exposing the quality of your decision-making processes.

Before AI, you were already working with incomplete information, unclear assumptions and distorted signals. Decisions were often made with confidence, despite these limitations, because you had to accept the level of uncertainty to move forward. AI has changed the game by increasing the uncertainty levels.

Take “human in the loop”. It sounds like a safeguard, but in practice the dynamic can shift. When systems produce fast, confident answers, people don’t always challenge them. Under time pressure, and with outputs that look credible, oversight can drift from active judgement to passive acceptance.

You see the same pattern at a strategic level. Boards and executive teams spend time debating where to invest in AI and how much risk to accept, but far less time testing the assumptions sitting underneath those decisions. Assumptions about staff adoption, organisational capability, customer response and how the organisation will actually operate once AI is embedded.

If those assumptions are weak, AI amplifies the risk. Decisions are faster, at greater scale and with more apparent confidence but they don’t necessarily lead to better outcomes.

Which leads to a different question.

Not “How do we manage the risks of AI?”, but “How should we make decisions about AI?”

My tip: Within a structured AI governance framework, build in some decision quality protocols when making calls on AI, including what must be true for it to work, what you are assuming, and what would change your mind. That’s where the real risk sits, and where better decisions begin.