What's included in an AI governance framework?

At minimum: an acceptable use policy, a list of approved tools, a process for approving new tools, a data classification guide (what can go into which tools), and an incident reporting path. Larger teams add a risk register and regular audits.

Do small teams really need a formal governance framework?

Yes — but 'formal' doesn't mean 'bureaucratic'. A one-page policy, a shared spreadsheet of approved tools, and a named point of contact is a governance framework. The goal is consistency, not paperwork.

Who should own AI governance in a small team?

In most small teams, the founder, CTO, or ops lead owns it. The key is having one named person, not a committee. Assign it explicitly — ungoverned AI tools are how most small teams end up with data incidents.

How does AI governance relate to GDPR or the EU AI Act?

Both regulations require you to have governance processes in place — documented policies, records of AI systems in use, and evidence of human oversight. A well-structured governance framework is your compliance evidence.

AI Governance Framework

Building an AI Governance Framework

An AI governance framework is the set of policies, processes, and roles that ensure your team uses AI responsibly and stays compliant. Here's how to build one that's lightweight enough for a small team to actually use.

Start here

Pillar guide

Governing Embedded AI in Third-Party Tools

When your SaaS tools ship with AI features built in — Notion AI, Copilot, HubSpot AI, Zoom AI — your team is using AI whether you approved it or not. Here's how to govern it.

8 min read

Related guides

Governance · 11 min

AI Governance Accountability — Controls for Small Teams 2026

AI power is concentrating fast. Here's what AI governance accountability means for small teams that depend on vendor-controlled AI infrastructure in 2026.

Governance · 10 min

OpenAI's New Deal — AI Governance Policy Your Team Needs Now

OpenAI's superintelligence policy paper admits federal AI regulation is years behind. Here's the AI governance policy every small team must build right now.

Governance · 10 min

SEC AI Examination 2026: What Examiners Will Ask Your Team About AI

The SEC embedded AI oversight into every FY2026 exam category. If your team uses AI in investment, compliance, or operations, here are the exact questions examiners will ask — and the documentation you need to have ready.

Governance · 6 min

Modifying AI Under the EU AI Act: Lessons from Practice on Classification and Compliance

A practical guide for small teams on when you become a “modifier” under the EU AI Act, how to classify AI systems, and what controls to add without slowing delivery.

Governance · 6 min

AI Governance for Small Teams Under the EU AI Act

Learn how AI governance for small teams can navigate the EU AI Act's requirements, ensuring compliance and responsible AI adoption in staffing businesses.

Governance · 5 min

Whistleblowing and the EU AI Act (Small Team Governance)

What whistleblowing means under the EU AI Act for small teams, and how to set up a practical reporting + incident loop without a compliance department.

Governance · 7 min

Shadow AI: What It Is and How to Prevent It

Shadow AI is the use of unauthorized AI tools inside your company. Learn what it is, why it happens, and six practical steps to prevent it.

Frequently Asked Questions

What's included in an AI governance framework?: At minimum: an acceptable use policy, a list of approved tools, a process for approving new tools, a data classification guide (what can go into which tools), and an incident reporting path. Larger teams add a risk register and regular audits.
Do small teams really need a formal governance framework?: Yes — but 'formal' doesn't mean 'bureaucratic'. A one-page policy, a shared spreadsheet of approved tools, and a named point of contact is a governance framework. The goal is consistency, not paperwork.
Who should own AI governance in a small team?: In most small teams, the founder, CTO, or ops lead owns it. The key is having one named person, not a committee. Assign it explicitly — ungoverned AI tools are how most small teams end up with data incidents.
How does AI governance relate to GDPR or the EU AI Act?: Both regulations require you to have governance processes in place — documented policies, records of AI systems in use, and evidence of human oversight. A well-structured governance framework is your compliance evidence.

Frequently Asked Questions

Get governance updates by email

Frequently Asked Questions

Get governance updates by email