Assign clear ownership and use risk-based controls | AIGP
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Assign clear ownership and use risk-based controls: Which approach is most suitable?

AIGP Understanding the Foundations of AI Governance Medium

Small organizations can use lean, risk-based governance, provided ownership and escalation remain explicit.

The question

A small logistics company wants AI scheduling. It has one compliance employee and limited funds, while scheduling errors could disrupt essential deliveries. Leadership wants governance proportionate to resources without leaving escalation or accountability unclear. Which approach is most suitable?

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  1. Use only basic accuracy checks until the company expands.
    Accuracy checks may miss accountability and escalation needs, leaving consequential operational risks insufficiently governed.
  2. Adopt a large-enterprise committee structure with multiple standing reviews.
    A large committee structure may exceed available resources without improving proportionate control over the scheduling risk.
  3. Rely on the scheduling vendor’s controls and review incidents informally.
    Vendor controls and informal review do not replace internal ownership, documented escalation, or proportionate oversight.
  4. Assign clear ownership and use risk-based controls with targeted review. ✓
    This scales governance to organizational capacity while preserving accountability, escalation, and attention to consequential scheduling risks.
The trap
Choose the lean approach that still makes ownership, escalation, and risk-based controls explicit.

How to remember it

Small organizations can use lean, risk-based governance, provided ownership and escalation remain explicit.

How many of these would you get right?

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