AI risk register with real review (L3)

Every AI workload that touches customer data, money, or public output gets a register entry with its failure modes, its blast radius, and its rollback. Review is scheduled, not incident driven.

WORKFLOW1Set the registration thre…holdManual2Record failure modes and …last radiusNotion3Review on a scheduleManual4Report to leadership in o…e pageSlack
4 steps, in order, with the tool that owns each one.
Adoption ladderSix levels from Starter to Rebuilt. This item sits at level 3.L1 StarterOne tool, no workflow changeL2 AssistedAI drafts, humans approveL3 IntegratedWired into CRM and SlackL4 OrchestratedMulti-step, owned, measuredL5 AutonomousAgent runs, human auditsL6 RebuiltThe process itself changes
This playbook belongs at L3 Integrated. Running it above your level is how pilots stall.
Measures of success% workloads registered; overdue reviews; incidents with existing rollbackPROVE IT WORKED% workloads registeredoverdue reviewsincidents with existing rollback

The steps

  1. 01

    Set the registration threshold

    Tool: Manual

    Define exactly which workloads must register: customer data, external output, financial action, or employment decisions. Registering everything means registering nothing well. Owner: security plus legal. DoD: threshold published with examples.

  2. 02

    Record failure modes and blast radius

    Tool: Notion

    For each workload, what can go wrong, who is affected, how it is detected, and how it is rolled back. Detection is the field teams most often leave blank and most often need. Pitfall: a register of descriptions with no detection method. DoD: every entry has a detection and rollback line.

  3. 03

    Review on a schedule

    Tool: Manual

    High risk workloads quarterly, others twice a year. Attach the review to a calendar owner, not to a policy sentence. Owner: security. DoD: next review date on every entry.

  4. 04

    Report to leadership in one page

    Tool: Slack

    Count by risk tier, overdue reviews, and incidents. Leadership needs the shape of the exposure, not the register itself. Owner: security lead. DoD: quarterly one page report delivered.

Tools in this playbook

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Unfamiliar terms are defined in the AI and Revenue Dictionary. Related frameworks live in the framework library.

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