AI · 6 min

AI Governance For Small Teams

Governance for a small organisation is four decisions written down: what data may be sent to which providers, which decisions require a human, who owns each system, and how output is checked.

Technology leadership team reviewing generative AI usage policies and data confidentiality safeguards — Pragmatic AI governance sets guardrails for data privacy, model hallucination review, and intellectual property.

How it works

Start with data.
List which categories (customer records, financial data, employee information, anything under contract) may or may not be sent to an external model, and to which providers. Most informal AI use in small organisations is uncontrolled precisely because nobody has written this down.
Then decisions.
Name the classes of decision that always require a person: anything irreversible, anything with contractual or regulatory weight, anything affecting an individual's treatment. Everything else can be delegated with review.
Then ownership.
Each AI-assisted system gets a named owner responsible for its behaviour, its prompts, its source content and its errors. Systems without an owner drift as models update and source documents go stale, and nobody notices until output is visibly wrong.
Then verification.
How output is checked, by whom, and how often: sampling is fine, absence is not. Where the system cites sources, checking a sample of citations is the cheapest meaningful quality control available.
Keep it to a page or two.
Governance documents nobody reads provide no protection, and for an organisation of this size the value is in having made the four decisions rather than in the formality of recording them.

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Frequently Asked Questions

Do Small Businesses Need An AI Policy?

A short one, yes, mostly because staff are already using these tools. The risk is not a formal programme going wrong; it is client data pasted into a consumer chatbot by someone trying to be helpful.

What Is The Minimum Viable AI Policy?

Which data may be sent where, which decisions need a person, who owns each system, and how output is checked. Four answers on one page beats a document nobody finishes reading.

What Does This Cover?

Governance for a small organisation is four decisions written down: what data may be sent to which providers, which decisions require a human, who owns each system, and how output is checked.

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AI Governance For Small Teams

Start with data.

Then decisions.

Then ownership.

Then verification.

Keep it to a page or two.

Frequently Asked Questions

Where this applies

Related Services

Read next

Apply this to your own situation

Book a consultation

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AI Governance For Small Teams

Start with data.

Then decisions.

Then ownership.

Then verification.

Keep it to a page or two.

Frequently Asked Questions

Where this applies

Related Services

Read next

Apply this to your own situation