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Your tools are making decisions. Who's checking the decisions?

A practical field guide for governing an increasingly AI-driven security stack. New Processes for the AI-Driven SOC lays out the five shifts that turn an AI-assisted SOC into an AI-native one, and the toolkit to act on them.

64 pages · PDF · We Don't Require Your Data to Read

Front cover of the Sovera Security ebook New Processes for the AI-Driven SOC
Inside the guide

Five shifts. One operating model.

Bolting a model onto a workflow built for human analysts can save time. It does not, by itself, change the way the SOC works. The guide shows where work, evidence, AI capacity, authority and accountability have to move, in the order they depend on each other.

01

Guidance replaces playbooks

Procedure → intent

Define the outcome, evidence, boundaries, escalation and record, not every step.

02

Closed cases stay alive

Closure → reassessment

Keep history open to new evidence, so it can change the significance of old decisions.

03

AI capacity is provisioned

Analyst scarcity → machine capacity

Run routine work continuously and reserve expensive reasoning for the cases that need it.

04

Governance moves outside the model

Prompt → platform

Enforce the security boundary independently of what the model remembers to do.

05

Humans move up the stack

Human-in-the-loop → human accountability

Own the system that produces the verdicts, not every operational verdict.

The SOC has been running at a deficit for a decade.

4,484
alerts a day at the average organisation
40%
of alerts go untouched
71%
of analysts report burnout

None of that is a detection failure. It is the arithmetic of an operating model built on human scarcity. Figures as cited in the guide, with sources.

The toolkit

Built to be filled in, not just read

One worksheet, checklist or protocol per shift, designed to be completed against your own environment.

  • The Guidance-Writing Framework
  • The Deprioritized-Incident Revisit Protocol
  • The Multi-Tier AI Pipeline Worksheet
  • The Agent Governance Self-Audit
  • The Human Accountability Stack Mapper
The reference

The whole argument, condensed

For security leaders who need a quick briefing or a plan for the next quarter.

  • A ten-minute executive summary
  • A worked example: one identity investigation, old SOC vs. AI-native
  • The 90-Day AI-Native SOC Roadmap
  • An AI-SOC Maturity Scorecard with benchmarks
  • A self-audit timeline and where-to-start checklist

By partnering with Sovera Security, KMD is bringing an entirely new capability to our municipal customers, something the market currently lacks, so they can maintain and improve their security posture of their critical infrastructure during a time of rapid change"

Mikkel Vangsted, Head of Security, KMD

The objective is not to automate the old SOC faster.

It is to redesign where work, authority, evidence and accountability sit. Five shifts. One operating model.

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