Most organizations are asking the wrong AI question.
They ask, “Where can we use AI?” Then they train people on tools, add copilots to existing workflows, and hope productivity follows.
A better starting point is simpler: Who, or what, should do the work?
A single role may contain work that should remain human, work that benefits from AI assistance, work that can be delegated to an agent, work that belongs in deterministic automation, and, in physical environments, work that may be better performed by a machine or robot.
That is why I built Who Should Do the Work?, a practical 10-minute work-allocation tool.
The tool starts at the task level, not the job title. It asks eight questions about necessity, physical execution, repeatability, digital workflow, human judgment, consequence, verification and reversibility. It then recommends a starting work mode and makes the human accountability explicit.
It can also tell you not to automate. If the work is unnecessary, the answer may be to stop it. If risk, verification or fallback is unclear, the answer may be to hold the redesign until the evidence exists.
That matters because “technically possible” is not the same as “good work design.” High-consequence work should not be delegated simply because a model or agent can perform some of the steps. Human review is also not a meaningful control if the person lacks the time, information, competence or authority to challenge the output.
For L&D and workforce leaders, there is another implication. Before building AI training, determine what the human role will become after the work is redesigned. The capability requirement follows the work design, not the other way around.
Try the tool on one real task: Who Should Do the Work?
If you are redesigning a larger workflow, function or operating model, the next step is to decompose the workflow, allocate the work, define oversight and exception rules, identify the human capabilities that remain, and test whether the economic case is actually worth pursuing.
Before you train people to use AI, determine what people should still be doing.
