AI Governance
Written by Policy Pros, UK Policy Writing SpecialistsLast reviewed Published

Generative AI Policy Writers

What are Generative AI Policies?

Generative AI policies outline how organisations use tools such as ChatGPT, Copilot and other AI content generators responsibly, ensuring that outputs are ethical, accurate and compliant with legal and regulatory requirements.

Generative AI offers opportunities for efficiency and creativity, but it also introduces risks around data protection, intellectual property, bias and misinformation.

A clear policy ensures that staff understand acceptable use and that safeguards are in place to manage these risks.

What Do Generative AI Policies Cover?

A generative AI policy typically includes:

  • A statement of commitment to using AI tools responsibly and transparently

  • Clear definitions of permitted and prohibited uses of generative AI in the workplace

  • Rules for protecting confidential and personal data when using AI platforms

  • Standards for verifying accuracy and quality of AI-generated content before use

  • Requirements for acknowledging human responsibility and oversight of AI outputs

  • Guidance on avoiding bias, harmful or misleading content in generated materials

  • Intellectual property considerations, including ownership and copyright of AI outputs

  • Training and awareness for staff on how to use AI effectively and responsibly

  • Links to AI governance, data ethics, information security and compliance policies

A clear policy helps employees understand when and how they can use generative AI, while protecting the organisation from legal, ethical and reputational risks.

It also supports compliance with UK GDPR, intellectual property law, and emerging AI regulations in the UK and EU.

By embedding responsible generative AI practices, organisations can innovate effectively while maintaining trust, accuracy and accountability.

Legal Basis and Standards

Generative AI policy is shaped by the EU AI Act (general-purpose AI obligations from 2 August 2025), UK GDPR Articles 22 and 32, the ICO's guidance on AI and data protection, the EU AI Act Article 4 AI literacy duty (in force since 2 February 2025), the Online Safety Act 2023 (synthetic content), and ISO 42001 (AI Management Systems).

UK Government has continued a sector-led approach rather than a dedicated AI Act.

Common Compliance Pitfalls

  • Confidential or personal data input to public chatbots (ChatGPT, Gemini, Copilot) without clear rules.
  • AI-generated content used without human review, leading to factual errors and legal exposure.
  • No labelling of AI-generated material in customer-facing or regulatory communications.
  • Suppliers (lawyers, agencies, consultants) using AI on the organisation's materials without disclosure or contractual permission.
  • AI outputs used in HR, credit or eligibility decisions, engaging UK GDPR Article 22.

What Policy Pros Delivers

Our Generative AI Policy package includes the main policy, an approved-tools register, prompt and data-handling rules, a human-review requirement for AI-generated content, a supplier AI disclosure clause, an AI literacy training programme aligned to EU AI Act Article 4, and integration with the AI governance, data protection and information security policies.

Frequently Asked Questions

Can we let staff use ChatGPT?

Yes if the policy defines what data may not be input (confidential, personal, IP, regulated), specifies the human-review requirement, and identifies approved enterprise tools that handle data appropriately. A blanket ban often pushes use underground.

Do we have to label AI-generated content?

Under the EU AI Act yes, in scope. UK regulators including the FCA, Ofcom and ICO expect transparency where AI materially affects communication or decisions. Most enterprise policies require labelling of customer-facing AI-generated material.

Is AI-generated code subject to the same rules?

Yes from a security and IP perspective. Code generated by GenAI tools may contain insecure patterns, licence-incompatible snippets and accidentally exposed credentials. Human review and code-scanning gates apply equally.

Trustpilot Reviews - 5 Stars