Training budgets are usually scrutinized hard, and rightly so. AI training tends to justify itself faster than most other categories of professional development, if it's structured well.
The time-saved math is straightforward
Even a modest 20% reduction in time spent on writing, research, or admin tasks across a team compounds into real, measurable hours within the first month.
Untrained AI use has hidden costs
Employees experimenting with AI tools without guidance often produce lower-quality output faster, or spend time on trial-and-error that structured training would have shortcut.
The gap between trained and untrained use is large
The difference between someone who's had even a few hours of proper AI training and someone who hasn't is bigger than most managers expect — it's not a marginal improvement.
Measure it, don't assume it
Track a specific metric before and after training — time on a task, output volume, error rate — rather than relying on general impressions of whether the training "seemed useful."