Insights from the front line.

When AI absorbs the middle of the SecOps Shift Map, analysts move left, right, or into agent supervision. Nobody budgets for the ramp. Here is how investigation knowledge travels with them.

SOAR playbooks just moved the bottleneck from analysts to the engineers maintaining brittle scripts. The fix is a hypothesis-driven investigation model that reasons through evolving evidence