RACI Matrix for AI

Use a RACI matrix to clarify AI project work

A raci matrix template assigns four kinds of participation to project activities: Responsible does the work, Accountable owns the outcome, Consulted provides input, and Informed receives updates. For AI projects, a RACI matrix for AI can clarify who documents data flows, reviews evidence, configures tools, approves use, and monitors changes. The matrix is a planning record. It does not grant system permissions, establish that a control is effective, or replace an organization’s approval process.

Start by listing activities as rows and roles as columns. Possible roles include business owner, application owner, data steward, security reviewer, privacy reviewer, model or service administrator, human approver, and operations contact. Assign people to roles separately. Keep the list short enough that the team can maintain it, and write down the meanings your organization assigns to R, A, C, and I. A common RACI convention is one Accountable role for each activity, with one or more Responsible roles, but the convention should be stated rather than assumed.

An AI governance RACI matrix can coordinate work across disciplines, but it does not settle every control question. The business owner may be accountable for the purpose while the data steward determines a data class and the security reviewer evaluates a permission boundary. Record handoffs, decision rights, evidence location, and the person responsible for closing each open item.

RACI basics and AI roles

• Responsible: prepares or performs the activity, such as documenting a tool scope or drafting test cases.
• Accountable: owns completion or the decision and resolves competing priorities.
• Consulted: provides input before work or a decision is complete.
• Informed: receives relevant status or decision information.

Keep evidence production distinct from evidence acceptance. A developer can document which tools an agent can call, while a separate reviewer checks whether those permissions match the use. A human approver can decide whether a pilot may proceed, but that decision does not configure the system. A role assignment is also different from a permission: a person marked Responsible for reviewing prompts is not automatically entitled to read every prompt.

For an agent permission record, identify actor, resource, data class, action, conditions, approval requirement, owner, and rationale. Actions might be read, draft, write, approve, or none. Specify whether human approval or two-person approval is needed. A RACI table coordinates people; technical access controls must enforce permissions separately.

NIST SP 800-53 includes control concepts such as separation of duties and least privilege. Organizations select and tailor controls to their context; a RACI table alone does not demonstrate implementation. See NIST SP 800-53 Rev. 5. For AI application security risks to consider in project review, consult the OWASP GenAI Security Project.

RACI matrix for AI projects: template and example

Create a row for each activity or decision. Example columns are Activity, Business owner, Application owner, Data steward, Security, Privacy, Human approver, Operations, and Notes. Put R, A, C, or I in cells, then use supporting columns for a named owner, due date, evidence location, and unresolved question. Use an explicit blank or “—” when a role has no participation.

This hypothetical allocation is not universal. Check that each activity has a clear accountable role, that the person can make the assigned decision, and that the reviewer has relevant context. If one person holds multiple roles, record the overlap and decide whether an independent check is useful.

Worked hypothetical permission example: A support assistant can read approved internal articles and draft a response. It cannot write to a ticket or send a message. The application owner is Responsible for documenting the tool scope; Security is Accountable for reviewing permissions; the data steward is Consulted about the article collection; and the support agent is Responsible for checking the draft. The business owner is Accountable for the pilot decision. The permission record names actor “support assistant,” resource “approved article index,” data class “internal,” action “read,” approval “human review before external send,” owner “application owner,” and rationale “retrieval supports drafting while the agent retains the send decision.” This describes a proposed design, not verified enforcement.

RACI vs RBAC and maintaining the matrix

RACI vs RBAC compares two different planning questions. RACI clarifies who performs, owns, advises on, or receives information about work. RBAC assigns system permissions through roles. A person can be Accountable for reviewing an access policy without receiving administrator permissions. Conversely, an agent may have a narrowly scoped technical role without being Accountable for the business decision.

Review assignments when use, team, data, integration, or agent capability changes. Add review triggers and a record location. If a person changes teams, check both their RACI assignments and their actual access. Do not let an old matrix become an assumed source of truth for permissions.

If you are looking for a PDF or XLSX RACI matrix, the permission matrix generator exports CSV only. CSV can be opened in spreadsheet software and formatted or printed, but this page does not provide a preformatted workbook or PDF. For approval decisions, see the Human-in-the-Loop Approval Matrix. To document agent operations, see Agent Permission Levels.

Frequently asked questions

What is a RACI matrix for AI?

It records which roles do, own, advise on, or receive updates about project activities and decisions. Define the role meanings and decision boundaries for your team.

Does a RACI matrix grant an agent access?

No. It records human and organizational participation. Configure and verify permissions in the identity, application, and tool systems that enforce access.

Can a RACI assignment replace an approval record?

No. RACI shows who is expected to participate. Keep the actual decision, approver, evidence, conditions, and time in the organization’s approval record.

How is RACI different from RBAC?

RACI maps participation in work; RBAC maps permissions to roles. The two can inform one another but are not interchangeable.

Record responsibility before technical delegation

An AI agent RACI worksheet identifies the people responsible for designing, checking and authorizing an agent workflow. The agent itself can be an implementation detail in an activity row; it does not replace the accountable human decision owner. Compare responsibility assignments with the permission matrix so that the person approving a grant has the authority and evidence needed to make that decision.