Description
What separates AI governance on paper from governance that works in a live system?
That question is the subject of this comparative white paper from Viki Bakos at The Ethics Engine. The Operational Gap benchmarks nine of the most widely used AI governance frameworks against five control conditions derived directly from the EU AI Act and from documented governance failures — not from any single framework’s own criteria.
The five conditions that make up the Operational Oversight Assessment (OOA) are:
- A recorded decision gate
- A named, accountable human owner
- Evidence sufficient to reconstruct action and responsibility
- Effective override and stop authority
- Independent or functionally separate verification
What the paper finds is that the field divides not into good and bad frameworks, but into layers. The EU AI Act mandates outcomes across all five conditions but specifies none of the mechanisms. NIST and ISO operate at the program and management-system level. Google SAIF and Singapore’s agentic framework reach the operational layer within their domains. None of the nine instruments, taken alone, satisfies all five conditions across the full obligation stack of an EU high-risk deployment.
That gap — between what the regulation requires and what any current framework delivers — is the operational gap this paper makes testable.
Inside the white paper:
- A full comparison matrix scoring all nine instruments against the five OOA conditions
- A worked implementation example showing the conditions are achievable in practice
- A tiering model for applying the assessment proportionately without creating governance bottleneck
- An honest counter-case section naming the strongest objections to the framework’s own approach
- Appendix B: the minimum evidence pack field list for high-risk and agentic deployments
Written to survive scrutiny from a CISO, a standards reviewer, and an EU AI Act committee. Regulatory claims are marked as hard law or moving law throughout, and the analysis does not depend on the May 2026 Digital Omnibus deferral surviving in its current form.
Free download. 29 pages. No fluff.
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