If you are a digital transformation lead or compliance officer in a Belgian public sector agency delivering citizen-facing services, this playbook was built for you.
As stewards of public trust, you face growing pressure to ensure that artificial intelligence systems used in notarial processes, identity verification, benefits eligibility, and public service automation meet rigorous standards for fairness, transparency, and data integrity. You must demonstrate compliance with evolving national digital governance policies, the EU AI Act's high-risk classification criteria, and international standards like ISO/IEC 23894, all while operating under tight budgets and limited technical resources. The risk of algorithmic bias, data leakage, or unexplained decision-making in AI-driven services threatens both legal compliance and citizen confidence. Without a structured approach, teams waste months interpreting frameworks, building assessment templates from scratch, and scrambling for audit evidence.
Engaging external consultants to design an AI governance framework can cost between EUR 80,000 and EUR 250,000 depending on scope and duration. Alternatively, dedicating internal staff, typically 2 to 3 full-time personnel across legal, IT, and risk functions, for 4 to 6 months to develop policies, assessments, and controls from fragmented guidance results in opportunity costs and delayed project timelines. This playbook delivers the same foundational structure, tools, and cross-referenced mappings at a fraction of the cost: $395 one-time payment, no recurring fees.
What you get
| Phase | File Type | Description | Quantity |
| Data Foundation | Assessment Workbook | 30-question AI Data Readiness Assessment covering data provenance, quality controls, bias detection, metadata completeness, and legal basis for processing under GDPR and Belgian data protection directives | 1 |
| Governance & Accountability | Assessment Workbook | 30-question evaluation of oversight structures, role clarity, escalation pathways, and alignment with public sector ethics charters | 1 |
| Model Development & Risk Classification | Assessment Workbook | 30-question review of model documentation, version control, risk tiering, and conformity with EU AI Act Annex III use case classifications | 1 |
| Ethical & Societal Impact | Assessment Workbook | 30-question analysis of human oversight mechanisms, impact on vulnerable populations, redress options, and adherence to human-centric design principles | 1 |
| Operational Resilience | Assessment Workbook | 30-question audit of monitoring, drift detection, failover protocols, incident response, and system availability SLAs | 1 |
| Transparency & Explainability | Assessment Workbook | 30-question checklist for model interpretability, public disclosure requirements, user notification, and documentation accessibility | 1 |
| Security & Privacy Protection | Assessment Workbook | 30-question evaluation of encryption, access controls, anonymization techniques, and privacy-by-design implementation | 1 |
| Implementation | Evidence Collection Runbook | Step-by-step guide to gathering and organizing documentation required for internal audits and regulatory inspections, mapped to NIST AI RMF subcategories | 1 |
| Audit Preparation | Playbook | Procedural manual for preparing for oversight reviews, including mock audit workflows, response templates, and evidence indexing methods | 1 |
| Project Management | RACI Template | Pre-built responsibility assignment matrix for AI governance roles across legal, IT, data science, and public affairs teams | 1 |
| Project Management | Work Breakdown Structure (WBS) | Hierarchical task list for implementing AI risk management activities across the system lifecycle | 1 |
| Cross-Reference | Mapping Matrix | Comprehensive alignment of NIST AI RMF, ISO/IEC 23894, and EU AI Act requirements across all 7 domains | 1 |
| Total files included: 64 (7 assessment workbooks, 1 evidence runbook, 1 audit playbook, 1 RACI, 1 WBS, 1 cross-mapping, and 52 supporting worksheets and templates) | |||
Domain assessments
Each of the seven 30-question domain assessments provides a standardized method to evaluate AI system maturity and compliance readiness:
- AI Data Readiness Assessment: Evaluates the completeness, accuracy, representativeness, and legal basis of training and operational data used in AI systems.
- Governance & Accountability Assessment: Reviews the existence and effectiveness of oversight bodies, decision rights, and escalation procedures for AI-related incidents.
- Model Development & Risk Classification Assessment: Assesses model documentation, validation practices, and correct categorization under risk tiers defined by NIST and the EU AI Act.
- Ethical & Societal Impact Assessment: Examines safeguards against bias, provisions for human review, and protections for marginalized groups affected by automated decisions.
- Operational Resilience Assessment: Tests system reliability, monitoring capabilities, update management, and continuity planning for AI components.
- Transparency & Explainability Assessment: Measures the clarity of system purpose, availability of explanations to users, and public communication practices.
- Security & Privacy Protection Assessment: Audits technical and organizational measures to prevent unauthorized access, data breaches, and re-identification risks.
What this saves you
| Activity | Without This Playbook | With This Playbook |
| Developing AI risk assessment criteria | 60, 100 hours of legal and technical staff time interpreting multiple frameworks | Use pre-built 30-question assessments aligned to NIST, ISO, and EU AI Act |
| Mapping controls across frameworks | Manual comparison of NIST AI RMF, ISO/IEC 23894, and EU AI Act requirements | Use included cross-framework mapping matrix to avoid duplication |
| Preparing for internal audit or regulatory review | Ad hoc collection of evidence, inconsistent formatting, missed items | Follow evidence runbook and audit prep playbook with standardized checklists |
| Assigning roles and responsibilities | Ambiguity between departments leads to gaps in accountability | Deploy ready-to-customize RACI and WBS templates for clear ownership |
| Ensuring ethical compliance in citizen services | Reactive approach after public complaints or oversight findings | Proactively assess societal impact and human oversight using structured workbook |
Who this is for
- Digital transformation managers in Belgian federal or regional public administrations overseeing AI adoption in citizen services
- Compliance officers responsible for aligning AI systems with data protection, administrative law, and digital ethics guidelines
- Chief information officers (CIOs) in public sector IT departments implementing AI governance programs
- Legal advisors evaluating AI system conformity with the EU AI Act's high-risk provisions
- Internal auditors preparing to assess AI risk management practices in public agencies
- Data protection officers (DPOs) ensuring AI applications comply with GDPR and Belgian privacy regulations
- Project leads in notarial, social services, or identity management units deploying AI tools for document processing or eligibility determination
Cross-framework mappings
The playbook includes full alignment between the following regulatory and technical frameworks:
- NIST Artificial Intelligence Risk Management Framework (AI RMF 1.0)
- ISO/IEC 23894:2023 , Guidance on Risk Management for Artificial Intelligence
- European Union Artificial Intelligence Act (Regulation (EU) 2024/…), including Annex III on high-risk AI systems
What is NOT in this product
- This is not a software tool or automated compliance platform; it is a collection of downloadable templates and assessment workbooks.
- No AI model scanning, bias testing, or code analysis tools are included.
- It does not provide legal advice or certification services.
- There are no pre-filled examples specific to any organization or use case.
- No training sessions, consulting hours, or support contracts are bundled with purchase.
- It does not cover non-public sector applications such as commercial banking, insurance, or private healthcare.
- The materials are not translated into Dutch, French, or German; all documents are in English.
Lifetime access and satisfaction guarantee
You receive lifetime access to the playbook with no subscription, no login portal, and no recurring fees. All files are delivered as downloadable PDFs and editable templates. If this playbook does not save your team at least 100 hours of manual compliance work, email us for a full refund. No questions, no friction.
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