If you are a compliance or risk officer at a non-profit or humanitarian organization, this playbook was built for you.
As AI tools are increasingly used in program delivery, beneficiary data analysis, and decision support, your role demands more than technical oversight. You are responsible for ensuring that AI applications uphold the organization's mission, protect vulnerable populations, and maintain public trust. With rising scrutiny on algorithmic fairness and data ethics, you must demonstrate governance that aligns with both legal standards and ethical commitments.
Non-profits face unique pressures when deploying AI. Regulatory expectations from frameworks like the EU AI Act now apply to automated systems that impact individuals' rights, even when used in aid distribution or needs assessment. At the same time, donors, partners, and communities demand transparency about how decisions are made and whether AI introduces bias or exclusion. Without a formal governance structure, your team risks reputational damage, loss of funding eligibility, and operational disruption due to unmanaged ethical risks.
A comparable governance framework developed through a Big-4 consultancy would cost between EUR 80,000 and EUR 250,000. Building one internally would require 3 full-time staff over 6 months to research frameworks, draft policies, and align stakeholders across programs, IT, and leadership. This playbook delivers the same foundational structure, tailored to non-profit operations, for $395.
What you get
| Phase | File Type | Description | Quantity |
| Assessment | Domain Assessment | 30-question audit-style evaluation covering one core domain of AI ethics governance, with scoring guidance and risk tiering | 7 |
| Evidence Collection | Runbook | Step-by-step instructions for gathering documentation, logs, model cards, and stakeholder feedback to support compliance claims | 1 |
| Audit Preparation | Playbook | Guidance on preparing for internal or external audits, including mock review templates and response workflows | 1 |
| Governance Setup | RACI Template | Pre-built responsibility assignment matrix for AI governance roles across program, legal, tech, and leadership teams | 1 |
| Project Planning | WBS Template | Work breakdown structure outlining key milestones, deliverables, and timelines for implementing ethical AI governance | 1 |
| Cross-Alignment | Mapping Matrix | Detailed alignment table linking controls to EU AI Act, OECD AI Principles, and ISO/IEC 42001 requirements | 1 |
Domain assessments
Each of the seven domain assessments includes 30 targeted questions, risk scoring logic, and reference links to applicable framework clauses. Domains covered:
- Human Oversight and Accountability: Evaluates mechanisms for human intervention in AI-driven decisions, particularly in high-stakes contexts like beneficiary eligibility or resource allocation.
- Data Provenance and Quality: Assesses data sourcing practices, bias mitigation strategies, and data lifecycle management in humanitarian datasets.
- Transparency and Explainability: Reviews documentation practices, model disclosure policies, and communication with affected communities about AI use.
- Fairness and Non-Discrimination: Measures safeguards against algorithmic bias, especially across gender, ethnicity, disability, and displacement status.
- Privacy and Data Protection: Aligns AI processing activities with GDPR and other applicable data laws, focusing on consent, minimization, and purpose limitation.
- Robustness and Safety: Tests system reliability, error handling, and performance monitoring under real-world field conditions.
- Organizational Governance and Oversight: Examines board-level engagement, policy enforcement, and internal audit readiness for AI ethics.
What this saves you
| Activity | Time Required (Internal Build) | Time Required (Using This Playbook) |
| Develop AI ethics risk assessment framework | 120 hours | 4 hours (adaptation) |
| Map controls to EU AI Act, OECD, ISO 42001 | 80 hours | 1 hour (reference) |
| Create RACI and WBS for AI governance rollout | 40 hours | 2 hours (customization) |
| Prepare evidence collection process | 60 hours | 3 hours (implementation) |
| Draft audit readiness materials | 50 hours | 2 hours (review) |
| Total Estimated Time Saved | 350 hours | 12 hours |
Who this is for
- Compliance officers in international non-profits implementing AI tools in health, education, or logistics programs
- Risk managers at humanitarian organizations assessing algorithmic impact on vulnerable populations
- Data protection leads responsible for GDPR or equivalent compliance in AI-supported operations
- Program directors overseeing AI use in field operations and needing governance documentation
- IT governance staff in development agencies building internal AI oversight frameworks
- Legal advisors supporting ethical AI policy development in mission-driven institutions
- Board members or audit committee members requiring assurance on AI risk management
Cross-framework mappings
This playbook includes full alignment with the following regulatory and ethical frameworks:
- EU AI Act , High-Level Structure, Risk Classification, and Governance Requirements
- OECD AI Principles , Inclusive Growth, Human-Centered Values, and Transparency
- ISO/IEC 42001 , AI Management System (AIMS) Control Objectives and Documentation
What is NOT in this product
- Custom legal advice or jurisdiction-specific interpretations beyond general compliance guidance
- Software, code, or technical implementation tools for AI systems
- Training sessions, workshops, or consulting hours with the seller
- Real-time monitoring dashboards or automated compliance tracking systems
- Templates for donor reporting or public communications about AI use
- Industry-specific AI models or datasets for humanitarian applications
- Integration support with existing IT infrastructure or governance platforms
Lifetime access and satisfaction guarantee
You receive permanent download rights to all files with no subscription, no login portal, and no recurring fees. The materials are yours to use, adapt, and distribute within your organization. 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
The creator has spent 25 years building compliance frameworks for complex regulatory environments. They have analyzed 692 global standards across privacy, risk, and governance domains, and maintain a database of 819,000+ cross-framework mappings. Their resources are used by 40,000+ practitioners in 160 countries, including compliance teams in non-profits, public agencies, and multi-lateral institutions.
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.