What employers actually ask

Can they use AI?\" is rarely the question an employer actually wants answered. Almost everyone can use AI, in the loosest sense of typing into a box. The question underneath it is whether the output can be trusted without someone more senior re-doing the work behind the scenes.

In conversations with employers shaping AIQQA's standards, the same concern comes up in different words: not "do they know the tools\" but \"do they know when the tools are wrong, and will they tell me before it becomes my problem.

That reframes what a qualification needs to certify. It is not tool fluency. It is the judgement to know when fluency is not enough — and the accountability to say so.