SovAIHub

Sovereign AI Assurance

Build it. Control it. Prove it.

A practical, evidence-first framework for measuring whether an AI system can be governed, operated, recovered, and evolved inside its declared sovereign boundary.

Assurance progression

Dependency reduction, not badge collection

Each higher level retains the lower-level controls and adds stronger data, inference, supply-chain, operational, and autonomy requirements.

AI-SOV domains

Control the complete AI system

The framework covers far more than data residency: models, inference, artifacts, agents, operations, security, and networks all affect sovereignty.

AI-SOV-01

Governance & Jurisdiction

Decision authority, ownership, governing jurisdiction, operators, and dependency accountability.

OwnershipDecision authorityJurisdictionOperatorsDependency governance

AI-SOV-02

Data Sovereignty

Control prompts, outputs, retrieval and training data across residency, access, retention, deletion, and cryptography.

Prompts and outputsRAG dataResidencyRetention and deletionEncryption

AI-SOV-03

Model Sovereignty

Know, retain, license, host, replace, and govern model artifacts through their lifecycle.

OriginWeightsLicensingProvenanceReplacement

AI-SOV-04

Inference Sovereignty

Keep inference execution, endpoints, isolation, and control-plane dependencies inside the approved boundary.

Inference locationExternal APIsControl planesIsolationRuntime dependencies

AI-SOV-05

Infrastructure Sovereignty

Control compute, accelerators, clusters, storage, networks, and administrative dependencies.

Compute and GPUKubernetes/OpenShiftStorageNetworkingAdministration

AI-SOV-06

Artifact & Supply Chain Sovereignty

Import, verify, approve, store, and reproduce every critical model and software dependency.

RegistriesChecksums and signaturesProvenance and SBOMControlled importsApproved artifacts

AI-SOV-07

Agent & Tool Sovereignty

Bound agent permissions, tools, external services, approvals, sandboxes, and outbound actions.

Tool catalogueMCP integrationsPermissionsHuman approvalOutbound calls

AI-SOV-08

Operational Sovereignty

Operate, support, upgrade, recover, transfer knowledge, and substitute components independently.

Support and upgradesRecoveryIncidentsVendor lossSubstitution

AI-SOV-09

Security & Assurance

Enforce identity, secrets, key management, monitoring, testing, auditability, and configuration assurance.

IAMSecrets and keysLoggingVulnerability managementTesting

AI-SOV-10

Network & Air-Gap Sovereignty

Control Internet, telemetry, DNS, updates, endpoints, and disconnected operations.

Internet dependencyEgressTelemetryDisconnected operationTransfer zones

Evidence first

A claim is only as strong as its evidence

Use requirements to design the system, collect expected evidence during implementation, then validate configuration, behavior, recovery, and ownership.