Why now
The pressure is already here.
More tools, more data and more AI do not automatically create a better operating picture.
Complexity
More systems increase the time required to assemble context.
Decision speed
Markets move faster than manual investigation cycles.
Governance
More AI and automation create more permission and auditability requirements.