How to establish clear ownership and audit trails?

How It Works:

Implement immutable logs capturing data inputs, model versions, inference outputs, and human overrides stored in a tamper-evident ledger.

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Key Benefits:

• Regulatory compliance: Meets internal and external audit demands.
• Transparency: Stakeholders see exactly who did what, when.
• Liability management: Reduces legal exposure in case of failures.

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Real-World Use Cases:

• Insurance underwriting: Full trace from input data to risk score.
• Government services: Auditable decision history for public-facing AI.