Playbook: AI Governance, Compliance & Risk Management

Build governance that protects people and your organization without killing innovation: templates, assessments, model cards, and audit-ready patterns you can adopt and adapt.

Why this playbook matters

Teams adopting AI face two linked problems: how to move fast and how to keep risk, compliance, and trust under control. This playbook shows pragmatic approaches that balance both. Whether you’re a nonprofit using models to prioritize outreach, a small manufacturer deploying predictive maintenance, a clinic introducing clinical decision support, or a product team embedding generative assistants, governance should enable safe, auditable, and useful AI—not block it.

What you will understand and be able to do

Using the included checklists, playbooks, templates, and workbooks you will be able to:

• Define clear roles and responsibilities for AI development, deployment, and monitoring.
• Apply proportional controls and policy language that suit your size, sector, and risk profile.
• Run model risk assessments and produce model cards and documentation suitable for audits and stakeholder review.
• Create repeatable, evidence‑based processes for approval, monitoring, and incident response.
• Tailor controls so they protect users and the organization while preserving experimentation and delivery speed.

Who benefits

Practical value for product managers, compliance and legal teams, data scientists, IT and security leads, operations managers, auditors, and leaders in small and medium organizations who must balance value and risk. Examples: a county health department drafting safe AI use for triage tools; an equipment shop creating a simple model card for a predictive-inspection model; a service company establishing a lightweight approval path for customer-facing assistants.

What’s included

This resource collection contains an AI Governance & Policy Quick‑Start Checklist, a Practical AI Governance Starter Playbook, model risk assessment workbooks and audit templates, and model card and documentation templates. These items are designed to be copied, tailored, and integrated into your existing processes.

How to use this playbook with your Hunger Engine

Start by running the quick‑start checklist to surface immediate risks and gaps. Use the workbook and audit templates to document decisions and produce searchable evidence for reviewers. Where helpful, copy the playbook into your own domain and tailor policies to local roles and regulations. If you later digitize checklists or audits, interactive forms and structured submission can help capture evidence and generate living records for review and continuous improvement.