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Methodology

The UberConsul Resilience Audit.

A six-dimension institutional resilience audit for AI systems deployed by institutions society relies on. Published in full, on purpose.

The audit is deliberately boring. Each engagement runs through the same six dimensions, in the same order, against the institution's own mandate rather than a generic maturity ladder. The output is a one-page institutional position, defensible in front of a regulator, a board, and — increasingly — a court.

The framework is published below in full. There is no gated download, no maturity score, no quadrant. The value sits in the conversation that follows when an institution honestly answers the six questions.

The six dimensions of AI governance and sovereignty

01

Governance

Who signs for this system, under which legal instrument, and how is that authority delegated when they are not in the room?

OutputA one-page accountability map naming the data controller, the model owner, the operational override authority and the escalation chain.

02

Data lineage

Which data produced this output, and can an independent party reproduce the result with the same inputs?

OutputA reproducibility statement covering training, fine-tuning, retrieval and prompt context, with the parts that are not reproducible explicitly named.

03

Model risk

What does silent degradation look like for this system, and how is it detected before a citizen, a counterparty or a regulator detects it?

OutputA model-risk register with named failure modes, monitoring signals, thresholds and the human action each threshold triggers.

04

Third-party dependencies

Which providers, in which jurisdictions, are required for this system to function on a Tuesday afternoon?

OutputA dependency inventory with each provider classified by criticality, substitutability, and the contractual instrument that governs the relationship.

05

Sovereign infrastructure

Which legal regime can compel disclosure, modification or interruption of the data and weights involved?

OutputA sovereign-exposure statement naming the jurisdictions in scope and the foreseeable changes the institution should pre-position against.

06

Recovery posture

If the largest single dependency disappeared on Monday, what is the institution's operating position on Friday, and on the Friday after?

OutputA recovery posture document with a declared substitution window, an exercised continuity scenario and the named individuals responsible for executing it.

Where to start

"Hosted in Europe" is where the conversation begins. For public institutions, it cannot be where it ends.

Before the full audit, three questions usually reveal the most. They sit within dimensions 04, 05 and 06.

Where is the data?

Residency describes where data is stored and processed. "Europe" also needs precision: it is broader than the EU, and not every European country falls under the same legal framework.

Backups, disaster recovery sites and support access deserve scrutiny alongside the primary hosting location.

Relates to: 04 Third-party dependencies

Which laws can reach it?

An EU region operated by a US hyperscaler remains subject to applicable EU law. Foreign disclosure obligations may also apply, depending on jurisdiction and the provider's possession, custody or control of the data.

Location alone does not establish exclusive EU jurisdiction.

Relates to: 05 Sovereign infrastructure

Who owns it, who controls access, and can we leave?

Data belonging to a European organisation can still face jurisdictional exposure through its hosting provider. A European-owned provider also requires assessment of its corporate structure, subcontractors and operational dependencies.

Ownership, access and legal exposure are distinct questions, and procurement criteria should treat them separately. An exit is only real once it has been tested within an agreed time and budget.

Relates to: 04 Third-party dependencies and 06 Recovery posture

Bring three questions to your next cloud or AI procurement or review:

  • Which entities and jurisdictions can reach our data?
  • Who can access readable data, including through support?
  • Have we tested an exit within an agreed time and budget?

European reference models by dimension

Each dimension of the audit can be read alongside instruments and models published by or through the European Commission. The audit does not replace them. It prepares the institution to answer them with evidence.

The audit does not score institutions. Where a procurement applies the Commission's Sovereignty Effectiveness Assurance Levels (SEAL), the audit prepares the evidence those levels require.

DimensionReference models and acts
01 Governance
02 Data lineage
03 Model risk
04 Third-party dependencies
05 Sovereign infrastructure
06 Recovery posture

01 Governance

02 Data lineage

03 Model risk

05 Sovereign infrastructure

06 Recovery posture

The MCC-AI and the Data Act standard contractual clauses are non-binding and voluntary. Their use and adaptation depend on the procuring institution.

What the audit is not

  • Not a maturity score. Maturity ladders rank institutions against each other; mandates are not comparable.
  • Not a vendor selection. Substitutability is a property of the institution, not of the vendor list.
  • Not a one-off audit. The output is a posture the institution carries forward, re-exercised on a declared cadence.

Engagement shape

Six to ten weeks, on-site at the institution's anchor jurisdiction. Conducted by the principal personally. Deliverables are written in the register the institution will use to defend them. The framework above is the entire scope; nothing is reserved.

Reference this framework

The UberConsul Resilience Audit is published in full and may be used freely, without registration. When you use or adapt it in procurement documents, audits, board papers or publications, please reference it as follows.

Kotitsas, V. (2026). The UberConsul Resilience Audit: Framework v1. UberConsul, Frankfurt am Main. https://uberconsul.com/methodology

Questions about the framework or its application? Book a time.

Framework v1 · Last updated 30 September 2026

UberConsul Resilience Audit · Framework v1 · Frankfurt am Main.

© UberConsul · Frankfurt am Main
"Quality is not an act, it is a habit." · Aristotle