AI governance: where do authoritative decisions come from?

TL;DR: Inventories, policies and workflow gates still fail when no authoritative source or accountable owner exists for the underlying business condition, leaving AI governance unable to decide what counts as valid acceptance, according to KonaSense research. The control problem is not visibility alone but delegated authority, because decision context must be anchored before it can be enforced.

Editorial analysis by NHI Mgmt Group, based on content published by KonaSense: “From Discovery to Enforcement: The Eight Layers of Runtime AI Governance”.

Key questions

Q: How should teams govern AI workflows when the decision source is unclear?

A: Start by identifying the business condition the workflow is trying to enforce, then assign an authoritative source for that condition and document who is allowed to assert it.

Q: What breaks when a policy has a condition but no authoritative owner?

A: The policy can be written, and the system can even collect evidence, but the control cannot safely decide what counts as valid.

Q: Why do AI governance programmes need more than inventory and logging?

A: Inventory and logging show what exists and what happened, but they do not establish who may define the meaning of a decision input.

Practitioner guidance

• Define the authoritative source for each governed condition Name the person, role, or system that is allowed to assert the condition the workflow will rely on, and record what makes that source authoritative in policy terms.
• Separate evidence collection from decision authority Document which records are informational only, which can drive enforcement, and which must never be treated as approval even if they appear complete.
• Map delegated authority across the end-to-end process Trace where the condition originates, who may change it, and which integration or control consumes it so the handoff is explicit before automation is enabled.

Bottom line: The article’s central warning is that a known workflow is not the same as a governable workflow when the decision source is undefined.

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