AI Governance and Regulatory Compliance Use Cases

As AI regulations like the EU AI Act take effect, organisations need governed workflows for AI inventory, risk classification, bias auditing, model monitoring, and cross-industry regulatory compliance. These use cases help compliance teams stay ahead of regulation.

Purpose-built for EU AI Act, NIS2, and cross-industry regulatory compliance.

10 Use Cases

10 Industries

9 Personas

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Which Governance and Regulatory Compliance workflow should you pilot first?

Each row states how much the system decides on its own, who stays accountable for the outcome, and what a Governance and Regulatory Compliance team should expect it to improve first.

Use case	Autonomy	Decision owner	Drives	What it improves first
AI Inventory & Shadow AI Discovery	Augment System recommends, human decides	CISO or AI Governance Lead	Risk reduction	Shadow AI Discovery Report for systems beyond IT oversight
AI Risk Assessment & Classification	Augment System recommends, human decides	Compliance Officer or AI Risk Manager	Risk reduction	AI Risk Register with full tier breakdown
Bias Detection & Fairness Auditing	Augment System recommends, human decides	Head of Model Risk or Fairness Lead	Risk reduction	Bias Severity Score and traffic-light dashboard
Data Governance Integration	Augment System recommends, human decides	Chief Data Officer or Data Governance Lead	Risk reduction	Data Quality Scorecard aligned with EU AI Act Article 10
Model Monitoring & Drift Detection	Augment System recommends, human decides	Model Owner or MLOps Lead	Risk reduction	Drift alert configuration per regulatory threshold
Vendor AI Risk Assessment	Augment System recommends, human decides	Vendor Management or Procurement Lead	Risk reduction	Approved Vendor List integrated with deployment policies
NIS2 Compliance & Reporting	Augment System recommends, human decides	NIS2 Compliance Lead	Risk reduction	Assemble incident notifications within timelines
Regulatory Compliance	Augment System recommends, human decides	Regulatory Compliance Lead	Risk reduction	Generate compliance documentation faster
Regulatory & Compliance Reporting	Augment System recommends, human decides	Regulatory Compliance Lead	Risk reduction	Prepare incident notifications within timelines
Customs & Trade Compliance	Augment System recommends, human decides	Customs & Trade Compliance Lead	Risk reduction	Support consistent tariff classification

Use Cases

All 10 Governance and Regulatory Compliance workflows

Each AI Governance and Regulatory Compliance Use Cases guide includes a decision scope, evidence requirements, controls, measurements, and a governed implementation path.

Compliance Augment

AI Inventory & Shadow AI Discovery

Know Every AI System Before Regulators Ask

For the AI inventory & shadow, EU AI Act compliance is impossible without a baseline inventory.

Automated AI System Register (live, queryable, audit-backed)
Shadow AI Discovery Report for systems beyond IT oversight
Annex III risk pre-classification for every discovered system

CISO or AI Governance Lead 4 agents Read full use case

Compliance Augment

AI Risk Assessment & Classification

Classify High-Risk AI Before the August 2026 Deadline

For the AI risk assessment &, a hiring chatbot could be limited risk or high risk under Annex III — and the wrong pathway means missed deadlines and regulatory exposure.

Risk Classification Certificate per AI system (Article 6 compliant)
AI Risk Register with full tier breakdown
Policy templates per risk tier, ready to deploy

Compliance Officer or AI Risk Manager 4 agents Read full use case

Compliance Augment

Bias Detection & Fairness Auditing

Fairness Audits That Bridge Data Science and Law

For the bias detection & fairness, unlike financial model validation, AI bias testing lacks standardized playbooks.

Fairness Audit Report aligned with EU AI Act Article 10
Bias Severity Score and traffic-light dashboard
Remediation plan with re-sampling, re-weighting, and post-processing options

Head of Model Risk or Fairness Lead 4 agents Read full use case

Compliance Augment

Data Governance Integration

Fix Data Governance Before AI Scales the Problem

For the data governance integration, EU AI Act Article 10 requires training data that is relevant, representative, and free of errors.

Data lineage map per registered AI system
Data Quality Scorecard aligned with EU AI Act Article 10
GDPR Article 17 Risk Register for AI training datasets

Chief Data Officer or Data Governance Lead 4 agents Read full use case

Compliance Augment

Model Monitoring & Drift Detection

Compliance Does Not End at Deployment

For the model monitoring & drift, models trained on 2023 data degrade on 2026 data as distributions shift.

Continuous Monitoring Dashboard per AI system and metric
Drift alert configuration per regulatory threshold
Automated Article 72 Serious Incident Report draft on breach

Model Owner or MLOps Lead 4 agents Read full use case

Compliance Augment

Vendor AI Risk Assessment

Assess AI Vendors Before Contract Gaps Become Fines

For the vendor AI risk assessment, EU AI Act Article 28 places compliance obligations on deployers of high-risk AI — even when the model is third-party.

Vendor AI Risk Register scored against EU AI Act Art.
Approved Vendor List integrated with deployment policies
Vendor Questionnaire Template for contractual gap analysis

Vendor Management or Procurement Lead 4 agents Read full use case

Compliance Augment

NIS2 Compliance & Reporting

NIS2 Compliance & Reporting Network

For the NIS2 compliance & reporting, nIS2 brings tight obligations and incident-notification timelines.

Stay ahead of NIS2 obligations
Assemble incident notifications within timelines
Generate compliance documentation faster

NIS2 Compliance Lead 5 agents Read full use case

Compliance Augment

Regulatory Compliance

Telecom Regulatory Compliance Network

For the telecom regulatory compliance monitoring, telecom operators face shifting regulatory requirements and recurring audits.

Catch regulatory change earlier
Generate compliance documentation faster
Prepare audit-ready evidence

Regulatory Compliance Lead 5 agents Read full use case

Compliance Augment

Regulatory & Compliance Reporting

Energy Regulatory & Compliance Reporting Network

For the regulatory & compliance reporting, utilities face NIS2 and sector-specific obligations with tight timelines.

Stay ahead of NIS2 and sector obligations
Prepare incident notifications within timelines
Generate compliance documentation faster

Regulatory Compliance Lead 5 agents Read full use case

Compliance Augment

Customs & Trade Compliance

Customs & Trade Compliance Network

For the customs & trade compliance, customs declarations and tariff classification demand accuracy and complete documentation.

Draft customs declarations faster
Support consistent tariff classification
Catch documentation gaps before submission

Customs & Trade Compliance Lead 5 agents Read full use case

Systems

What Governance and Regulatory Compliance agents connect to

Every system named across these 10 Governance and Regulatory Compliance workflows — agents read and write through the integrations you already run, with nothing migrated to make this work.

AI System RegisterApproval workflowsAsset / CMDB systemsAzure Data LakeBigQueryCloud storageConfluenceContract repositoriesCustoms / brokerage systemsData warehousesDocument managementDocument repositoriesEnterprise databasesERPGitHubGoogle DriveGRC platformsIncident management toolsJiraModel training pipelinesMonitoring dashboardsNotification systemsOSS-BSSPolicy enforcement toolsPolicy management toolsPostgreSQLProcurement systemsProduction model endpointsRecords managementRegulatory data feedsSAP DatasphereSharePointSIEM / log systemsSlackSnowflakeTariff / HS dataTicketing / SOARTMSVendor management platforms