Traditional PowerPoint tabletop exercises still serve a purpose, but modern incident response training demands more structure, more realism, and better operational flow.

Most exercises become difficult to manage because the facilitator is trying to guide discussion and control the scenario at the same time.

Most exercises end when the session finishes. The real value starts when data is captured, reviewed, and used to improve the next one.

Most exercises create activity, but without structure and tracking, very little of it translates into real operational improvement.

Artificial intelligence is often discussed in abstract terms — automation, content generation, analytics.