🧭 Policy 💬 Consultation 📄 Guidance

AI policy & guidance for arts, culture & heritage organisations

Support for cultural organisations developing practical, proportionate approaches to AI policy, guidance and governance that reflect their mission, creative practice, audiences and working culture. Projects can include consultation, policy development, staff engagement, structured experimentation and implementation, helping organisations decide where AI can be useful, where clearer boundaries are needed and where human judgement, creative expertise or existing practice should remain central.

About Jocelyn

Jocelyn Burnham is an independent AI consultant and facilitator working with arts, culture and heritage organisations. Her policy work combines sector knowledge, staff consultation, practical experimentation and facilitated discussion, helping organisations develop guidance that reflects how people actually work and what the organisation exists to support and protect.

90+ organisations Arts, culture & heritage specialist UK and international
Selected policy clients
Approach

Policy that reflects the organisation behind it.

AI policy for a cultural organisation can reach well beyond data protection and approved tools. It may touch artistic integrity, commissioning, collections, interpretation, accessibility, creative labour, environmental responsibility, public trust and the relationship between technology and professional expertise.

The starting point is the organisation itself. This means understanding how AI is already being used, where staff are uncertain, which tools and informal practices have emerged, how people feel about those uses and which parts of the organisation’s mission or values need to shape the response.

Different activities may need very different treatment. Everyday administrative or research uses may need relatively simple guidance, while creative work, public-facing content, sensitive data, collections, recruitment, funding decisions or commissioned work may require clearer boundaries and additional scrutiny.

Policy development can also include structured experimentation. Testing a tool against a real cultural use case can reveal questions about quality, authenticity, bias, rights, accessibility or audience expectations that are difficult to resolve in the abstract.

The aim is to create guidance that helps people make good decisions in context, with clear boundaries where they matter and room for professional, creative and ethical judgement where it is needed.

Illustration accompanying Jocelyn Burnham's AI policy and guidance work
Dominika Čupková & Archival Images of AI + AIxDESIGN / Better Images of AI / CC BY 4.0
How the work develops

From organisational context to usable guidance.

The exact process depends on the organisation, but projects often move through four connected stages.

Listen

Understand how the organisation is already working. Review current policies, staff practice, approved and unofficial tools, existing experiments, concerns and decision routes. Consultation can involve leadership, staff, specialist teams, volunteers or other relevant groups, helping surface practical needs alongside questions about creativity, ethics, confidence and organisational culture.

Define

Agree the organisation’s position and boundaries. Identify the principles that should guide decisions and connect them to the organisation’s mission, artistic purpose and responsibilities to staff, creatives and audiences. This can include deciding which uses are broadly acceptable, where additional care is needed, what should be escalated for review and where clear creative or ethical boundaries are required. The work can also consider applicants, artists, commissioned creatives, suppliers, audiences, partners or funded organisations as well as internal staff use.

Develop

Turn that position into guidance people can use. Outputs can include organisational AI policy, staff guidance, approved-tool guidance, practical decision frameworks, creative-use boundaries, escalation routes and recommendations for particular teams or activities. Sometimes the useful intervention sits outside the policy document itself, so applications, assessments, commissioning processes, procurement, consent processes or workflows can also be examined as AI becomes more common.

Embed

Help the guidance become part of working practice. This can include staff sessions, policy-to-practice workshops, leadership briefings, named points of contact and clear routes for raising new or unusual questions. Working groups, review points, small-scale experiments and regular reflection can also help the guidance develop as technology, staff practice and the wider cultural conversation change.

artistic integrity creative labour copyright provenance audience trust accessibility collections commissioning environment privacy data security approved tools staff use external use
Possible outputs

What a project might produce.

The final shape depends on the organisation. Some projects result in concise staff-facing guidance. Others need a wider package combining consultation, policy development, practical decision tools and support for implementation.

  • AI policy or staff guidance
  • Values and guiding principles
  • Creative boundaries and use-case guidance
  • Department-specific guidance
  • Recommendations for leadership
  • Implementation priorities
  • Consultation findings and synthesis
  • Approved-tool and data-handling guidance
  • Decision frameworks and escalation routes
  • Commissioning or external-facing guidance
  • Policy-to-practice workshops
  • Review and update processes
Project shape

Built around your decisions.

Policy projects can range from a focused review of existing guidance to a wider process involving staff consultation, leadership discussion, practical experimentation and policy development.

The scope depends on what already exists, how AI is being used, the level of uncertainty within the organisation and the kinds of cultural, creative or operational decisions the policy needs to support.

Where the answers are unclear, the work can begin with listening and small-scale experimentation rather than attempting to settle every question in advance. Testing a real use case can provide evidence about quality, staff experience, rights, audience expectations and the role of human expertise before wider decisions are made.

A useful outcome may therefore be greater clarity about where AI fits within the organisation, where it does not, and which questions need to remain open for further learning.

Common questions

Questions that often come up.

Do we need an AI policy if we already have data protection, IT and copyright policies?
Possibly. Existing policies may already cover parts of the picture, but staff can still be unsure how those rules apply to particular AI tools or situations. Cultural organisations may also face questions around creative practice, commissioning, collections, audiences and public trust that sit across several existing policies. Sometimes a dedicated AI policy is useful. In other cases, clearer guidance or changes to existing policies may be enough.
Does an AI policy need to cover every possible use?
Usually not. Trying to anticipate every future tool and use case can make guidance difficult to maintain. It is often more useful to establish clear principles, responsibilities, boundaries and routes for deciding what happens when a new situation arises.
How do creative and artistic questions fit into the policy?
That depends on the organisation. Policy development can explore questions around authorship, artistic integrity, commissioned work, provenance, creative labour, interpretation and where the organisation wants human creative expertise to remain central. These decisions are often closely connected to mission and values rather than technology alone.
Does the process include staff consultation?
It can. Consultation can reveal existing practice, uncertainty, ethical concerns, informal workarounds and differences of opinion that may not be visible at leadership level. It can also help identify where staff need clearer guidance and where there is already useful expertise within the organisation.
Can policy development include experimentation?
Yes. Carefully structured experiments can help an organisation understand a particular tool or use before deciding how it should be governed. The purpose can be to learn where quality, rights, trust or human expertise become important, regardless of whether the experiment ultimately leads to wider use.
Can the work cover relationships with artists, applicants or commissioned creatives?
Yes. Some organisations need guidance for areas such as commissioned work, funding applications, recruitment, suppliers, artistic practice or public-facing activity as well as internal staff use. These questions can be considered alongside the organisation’s internal policy.
Can audience trust be part of the work?
Yes. Cultural organisations often communicate with audiences from a position of expertise, authorship or institutional trust. Policy development can consider questions around transparency, public-facing AI-generated material, interpretation, accessibility and how particular uses may affect audience confidence.
Can you review a policy we have already drafted?
Yes. The work can begin with an existing draft or policy and focus on clarity, gaps, practical usability and how well it reflects the organisation’s actual work, mission and decision-making.
Is this legal advice?
No. The work focuses on organisational policy, practice and decision-making. Where a question requires formal legal advice, the organisation should involve appropriate legal counsel.
Planning a policy project 20-minute introduction call

Tell me what your organisation is trying to work out.

You do not need to know in advance whether you need a new policy, a review of existing guidance, staff consultation, structured experimentation or something broader.

A short conversation is usually enough to identify the decisions involved, where uncertainty currently sits and what kind of process would be useful.

AI policy and guidance projects are available for arts, culture and heritage organisations in the UK and internationally.