If you are an internal audit leader at a regulated financial institution, this playbook was built for you.
As an assurance executive in a bank or financial services organization, you are under growing pressure to modernize your audit function. Regulators expect deeper insight into emerging risks, especially those tied to artificial intelligence and algorithmic decisioning. At the same time, business leaders demand faster, more strategic input from audit, shifting from backward-looking reviews to continuous, forward-looking assurance. Legacy audit models, built on periodic sampling and manual testing, are no longer sufficient to keep pace with the velocity of digital transformation and AI adoption across core banking operations.
Traditional transformation paths come with steep costs. Engaging a Big-4 consultancy to design an AI-enabled audit function typically costs between EUR 80,000 and EUR 250,000. Alternatively, dedicating internal resources means assigning 2 to 3 full-time staff for 4 to 6 months to research frameworks, draft policies, and build workflows from scratch. This playbook delivers the same foundational architecture, controls, and implementation tooling for a one-time cost of $395.
What you get
| Phase | File Type | Description | File Count |
| Assessment | Domain Assessment Workbook | 30-question evaluation per domain covering governance, data integrity, model risk, AI ethics, system integration, audit coverage, and staff capability | 7 |
| Preparation | Audit Prep Playbook | Step-by-step guide to aligning AI audit initiatives with regulatory expectations and internal stakeholder needs | 1 |
| Execution | Evidence Collection Runbook | Detailed procedures for gathering, validating, and documenting AI model performance, data lineage, and control effectiveness | 1 |
| Governance | RACI Matrix Template | Pre-built responsibility assignment chart for AI audit roles across audit, risk, data science, and IT | 1 |
| Planning | Work Breakdown Structure (WBS) | Hierarchical task list for launching and sustaining an AI-enabled audit program across 12-month timeline | 1 |
| Integration | Cross-Framework Mapping Matrix | Comprehensive alignment table linking controls to COBIT 2019, NIST AI RMF, ISO/IEC 38500, and IIA Standards | 1 |
| Training | AI Governance & Model Risk Assessment Workbook | 30-question diagnostic tool for audit teams to evaluate AI governance maturity and model risk exposure | 1 |
| Supplemental | Implementation Guide | Best practices for rolling out tools, securing stakeholder buy-in, and measuring progress | 54 |
| Total Files | 64 | ||
Domain assessments
AI Governance Oversight: Evaluates the existence and effectiveness of board and executive-level oversight for AI initiatives within the audit function.
Data Quality & Lineage: Assesses audit team's ability to trace data inputs, transformations, and usage across AI models.
Model Risk Management: Reviews current practices for validating, monitoring, and documenting AI model behavior and performance drift.
Ethics & Fairness Controls: Measures maturity of audit procedures for detecting bias, ensuring explainability, and upholding ethical AI use.
System Integration & Automation: Determines how well audit tools integrate with core banking systems and support automated testing.
Audit Coverage & Prioritization: Analyzes whether risk-based audit planning includes AI-driven insights and real-time data feeds.
Staff Competency & Training: Gauges technical proficiency of audit staff in data analytics, machine learning concepts, and AI tooling.
What this saves you
| Activity | Traditional Approach | With This Playbook |
| Develop AI audit framework | 6, 8 weeks of internal effort or EUR 60K+ consulting fee | Ready-to-use templates aligned to international standards |
| Map controls to regulations | Manual research across 4+ frameworks, 30+ hours | Pre-built cross-framework mapping matrix included |
| Assess AI model risk | Custom questionnaire development, validation, and iteration | 30-question assessment workbook ready for deployment |
| Define team responsibilities | Stakeholder interviews, multiple draft cycles | Pre-structured RACI and WBS templates |
| Collect audit evidence | Ad hoc methods, inconsistent documentation | Standardized runbook with checklists and validation steps |
Who this is for
- Chief Audit Executives leading digital transformation of assurance functions
- Internal Audit Directors responsible for technology, data, or operational risk audits
- Compliance Officers supporting AI governance and model risk frameworks
- Risk Management Leaders integrating AI oversight into enterprise risk programs
- IT Audit Managers implementing data-driven testing methodologies
- AI Governance Coordinators establishing cross-functional control structures
- Head of Financial Controls overseeing automated assurance in core banking systems
Cross-framework mappings
This playbook provides explicit control mappings to the following frameworks:
COBIT 2019 (Governance and Management Objectives),
NIST AI Risk Management Framework (AI RMF 1.0),
ISO/IEC 38500 (Corporate Governance of Information Technology),
IIA Global Internal Audit Standards (Implementation Guidance on Technology and Data Analytics)
What is NOT in this product
- This is not a software tool or platform. It does not include AI engines, dashboards, or code libraries.
- No custom consulting or advisory services are included with purchase.
- The playbook does not provide legal advice or regulatory interpretation specific to your jurisdiction.
- It does not include pre-filled responses or completed assessments for your organization.
- There are no automated workflows, integrations, or API connections to third-party systems.
- This is not a certification program or audit opinion service.
- No training sessions, webinars, or support calls are part of the standard offering.
Lifetime access and satisfaction guarantee
You receive lifetime access to the playbook files with no subscription required and no login portal to manage. The materials are delivered as downloadable documents that you can store, share, and update internally. 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.
About the seller: For over 25 years, we have specialized in translating complex regulatory requirements into practical implementation tools. Our library supports 692 compliance and governance frameworks, underpinned by 819,000+ cross-framework mappings. We serve 40,000+ practitioners across 160 countries, including audit, risk, and compliance leaders in financial institutions, healthcare, energy, and public sector organizations.
Need this for your team? We offer site licenses starting at $2,500 for up to 25 users. Reply to this page or DM Gerard directly on LinkedIn.
