Control over AI
Blog
AI governance 6 min read

AI governance roles: who does what?

Nobody owns AI in the organisation, and that is fine as long as every decision has one owner. What the board, DPO, CISO, IT, procurement, HR, team leads, works council and employees each decide, deliver and see.

Abstract ring as a portal above waves
Quick answer

AI governance works when every decision has one owner, not when one officer does everything. The board decides the framework and the risk appetite and carries final responsibility. The business owns each tool: it decides whether a tool may be used for this work. The DPO checks the processing and advises, the CISO assesses the security risk, IT rolls out and measures, procurement handles the contracts, HR handles AI literacy, team leads translate the decision into their work, the works council reviews what affects employees, and the employee chooses at the moment of work. Fill in the table and you see at once which role is empty.

01

The board carries final responsibility and decides framework and risk appetite, not every tool

02

Each tool has one owner in the business, who decides and has the status recorded

03

DPO, CISO, IT and procurement each deliver an assessment; none of them is the owner

04

The works council reviews what affects employees; the employee chooses at the moment of work

05

An empty row in the table is the first decision you take

At the board meeting, the CISO of a hospital is asked who owns AI. She names herself, because she assesses the tools. The DPO says he does, because patient data are involved, and the operations manager points at IT, because IT rolled out Copilot. All three are right about their own part, and nobody knows who decides whether the transcription tool in the outpatient clinic stays.

That is the normal state of affairs, and the answer is not one owner but one owner per decision. AI governance is a series of decisions, and each one needs someone who takes it, people who feed into it, and people who see the outcome.

Why is "the DPO does AI" not an answer?

Because under the GDPR the data protection officer has a supervisory role: inform, advise, monitor compliance. That role requires independence. Whoever decides that a tool is allowed cannot at the same time independently check whether that decision was right.

Something similar holds for the CISO and IT. The CISO assesses risk, but whether a risk is acceptable for the outpatient clinic's work is something the clinic knows. IT can roll out a tool and measure it, but IT does not decide which data get discussed in a consultation. As soon as one of these three does everything, the business drops out of the decision, and the decision becomes a technical setting.

Who does what?

The names differ per organisation, the division of work less so.

RoleDecides onDeliversSees
BoardThe framework, the risk appetite, who carries which roleTime and mandateThe quarterly figures: tools, share through allowed tools, what still has no decision
Owner in the business (department head, process owner)Whether a tool may be used for this work: the status per toolThe context: which work, which dataThe tools in use in their own work and their status
DPONothing; checks and advisesThe assessment of the processing, the DPIA, the lawful basisThe register, the measurement and its design
CISOThe security risk of a tool and the requirements for vendorsThe risk assessment per toolObserved tools, risk bands, notices without a decision
ITRollout, settings, measurementThe observation of what is used and the record of each statusThe dashboard, the inbox with new tools
ProcurementContract, data processing agreement, licencesThe contractual facts per vendorWhich tools are purchased and which are in use without a contract
HRAI literacy, the place of AI in job profiles and conduct rulesTraining and its recordWho has received which explanation
Team leadsHow the decision is applied in their own teamThe alternative in practice, the team's questionsWhat the team uses and where it gets stuck
Works councilConsent on arrangements that affect employeesThe employee's view of the designWhat is recorded and who sees it
EmployeeWhat happens at the moment of work: continue, alternative, adjustThe behaviour that makes up the figuresThe organisation's decision when a tool opens, a marking on sensitive data

Three things stand out. The DPO decides nothing, and that is the point. The business decides the most, and that is the role most often left unassigned. And the employee sits at the bottom as a decision-maker, not as a subject.

Which decisions really sit with the board?

Fewer than boards often think, and heavier.

The board sets the framework: which kinds of data never go into an AI tool, which environment is the preferred route, how much risk the organisation accepts in exchange for which benefit. It assigns the roles in the table, by name. And it sees the figures, regularly and at organisation level: which tools are in use, what share of use runs through allowed tools, how many tools still have no decision and whether that number is falling.

What the board does not do is decide per tool; a board that tries becomes the bottleneck every new tool waits for. What a board should ask every quarter is in what is AI governance, the pillar of this subject.

Where do the works council and the employee sit?

The works council does not review which tools are allowed, but the arrangements that affect employees: processing of their data, a facility that can observe behaviour, sometimes a mandatory training programme. A measurement of AI use therefore belongs on its table early; a decision about a translation tool for customer correspondence usually does not. Where that line runs is in when must the works council be involved in AI.

The employee is the last row and the most important one. All the decisions above converge on one moment: someone opens a tool, or types something sensitive. If they then see what the organisation has decided, with the alternative alongside, the governance works. If they see nothing, it exists in a document.

That is also why HR and team leads are in the table: AI literacy under Article 4 of the AI Act is an obligation of the organisation, and who carries it is in who is responsible for AI literacy.

What does this look like in the hospital?

After the board meeting the table is filled in, and then things move quickly.

IT shows that the transcription tool has been opened on eleven devices and has no decision yet, alongside Copilot, ChatGPT and a summarising tool nobody knew about. The CISO assesses the transcription tool: vendor outside Europe, trains on input, no data processing agreement. The DPO establishes that consultations contain health data and that this is processing that cannot go on as it is. Procurement reports there is no contract.

The head of the outpatient clinic, as owner, decides: not allowed, with the transcription feature of the approved environment as the alternative, and a request to procurement to find a tool with a data processing agreement. HR adds one line to the explanation for doctors. The works council receives the design of the measurement, not the decision about the tool.

Nobody did anything extraordinary. The only difference from the meeting before is that every step had a name.

BeeSensible supports exactly that part: the extension shows which AI tools are opened in the organisation, without a user id and without content, an administrator sees in the inbox which tools still have no decision, and the owner records the status in the AI Tools module. Who holds which role is for the organisation to decide; the product decides nothing and blocks nothing.

This is the list where the owner records the decision: a status per tool.

Search tool, vendor or categoryโ€ฆ
865 tools
ChatGPT๐Ÿ‡บ๐Ÿ‡ธ
HighAllowed
Claude๐Ÿ‡บ๐Ÿ‡ธ
MediumAllowed
DeepSeek๐Ÿ‡จ๐Ÿ‡ณnew
CriticalNot allowed
Perplexity๐Ÿ‡บ๐Ÿ‡ธnew
MediumNo decision yet
Mistral๐Ÿ‡ซ๐Ÿ‡ท
LowNo decision yet
Midjourney๐Ÿ‡บ๐Ÿ‡ธ
MediumNo decision yet

Every tool, scored for risk

865 AI tools, each scored Low to Critical, with nothing pre-approved or pre-blocked until someone decides.

More about AI Tools

How do you keep it small?

One table, one owner per tool, one rhythm. The table above, with names, fits on one page and is the first document a new DPO or CISO should receive. The rhythm: the board sees three figures once a quarter, and the owners give every new tool a status within two weeks. Most organisations need no more structure than that; less does not work.

Who maintains the register, and why that is not the same person as the one who decides about it, is in who is responsible for the AI register. The rest of the subject is on the AI governance page.

Fill in the table this week, with names. The row that stays empty, usually the owner in the business, is the first decision you take.

FAQ

Common questions

Who carries final responsibility for AI governance?

The board, or the management team in a smaller organisation. That follows from the accountability principle in the GDPR and from ordinary board responsibility. Being finally responsible does not mean assessing every tool yourself; it means setting the framework, assigning roles and looking at the figures regularly.

Why can the DPO not simply own AI?

Because under the GDPR the DPO has a supervisory and advisory role and must remain independent. Whoever takes the decision cannot also supervise it independently. The DPO checks whether a processing operation is lawful and advises on the design; the decision to use a tool sits with the business.

Who decides whether an AI tool may be used?

The owner of the work in which the tool is used: a department head, a process owner. They weigh the assessments from the DPO, CISO and procurement and pick a status: allowed, limited use, no decision yet, not allowed. IT records that status and makes sure employees see it.

What is the works council's role?

The works council reviews arrangements that affect employees: processing of their data, facilities that can observe behaviour, and sometimes mandatory training. A decision about a tool for customer work does not usually fall under that; a measurement of AI use or a mandatory training programme can.

What does the employee do?

Choose, at the moment it matters. The organisation's decision appears when someone opens a tool; a sensitive item gets a marking while someone types. The employee decides what happens next. Governance that skips that moment exists only on paper.

Portrait of Rens Timmermans of BeeSensible

Would you rather someone showed you?

Rens, BeeSensible

I am happy to give you a twenty-minute tour. Leave your details and I will find a moment that suits you. Calling or emailing works just as well.

Rather talk to someone first? Book a call.

Want a live demo, or a quote for 100+ users? Leave your details and we'll be in touch within one business day.