AI Collaboration Roles RACI — Humans, Tools, and Handoffs

Purpose

This playbook helps teams define clear responsibilities when AI tools participate in work. Use it to avoid accountability gaps, reduce quality failures, and keep human judgment, privacy, and equity where they belong.

How to use this playbook

1. Identify the workflow or task where AI will participate (e.g., meeting summaries, draft emails, data synthesis).
2. Map the task into discrete steps (draft, review, verification, approval, publish).
3. Apply the RACI template below, assigning human roles and an AI role entry for each step.
4. Add verification controls, handoff language, and monitoring metrics to the SOP.

Quick guidance: AI-specific RACI patterns

• AI as Responsible (R): AI performs the work (e.g., produce a draft). Always pair with a human Accountable who must verify and sign off.
• AI as Consulted (C): AI provides suggestions, alternatives, or analyses. Humans evaluate and integrate outputs.
• AI as Informed (I): The AI system or its logs are notified or updated but take no action initiating change.
• Never assign AI as Accountable (A): Accountability implies legal and ethical responsibility; humans must be A for decisions, approvals, and final outcomes.

RACI template (copy and adapt)

Use this table as a starting point. Replace role names with your team titles (e.g., Product Owner, Editor, Compliance) and include the AI tool name/version in the AI column.

Worked example: Weekly status update

Scenario: A team uses an AI assistant to draft the weekly status email which is then reviewed, adapted, and signed by a manager.

• Draft initial email: AI (R) generates a draft from meeting notes. Team member (R) prompts AI and curates the raw output.
• Review & edit: Editor (R) refines content, checks facts, and rewrites where tone matters. Manager (A) provides final approval.
• Verification: Compliance/Privacy (C) confirms no confidential data leaked; SME (C) confirms technical accuracy.
• Publish: Manager (A) signs and sends. Stakeholders (I) receive the email.

Key rule: The manager signs only after explicit verification steps are completed and documented.

Verification checklist (include these in SOPs)

• Attribution: Document which AI model and prompt produced the output (model name/version, prompt snapshot).
• Provenance: Record source data used and whether any private data were included.
• Bias check: Run a bias or fairness scan appropriate to the content and domain.
• Privacy review: Ensure no sensitive PII or regulated data were exposed or used improperly.
• Fact-check: Human SME verifies factual assertions that could affect decisions.
• Tone & policy check: Ensure language complies with brand, legal, and safety policies.
• Human final approval: A named human (Accountable) signs off before publication or decision.
• Logging: Store prompt + AI output + human edits in a versioned record for audit and learning.

Standard handoff language for SOPs

Add one of these short paragraphs to the SOP for each AI-involved step to make the handoff explicit:

"AI produces an initial draft. The Drafting Owner reviews the draft for accuracy and clarity, then passes it to the Reviewer for quality checks. The Accountable role must confirm completion of the verification checklist and record model details before approval and publication."

Governance, monitoring, and success metrics

Track a small set of KPIs and audits to detect drift and unintended effects:

• Percentage of AI-generated outputs that required major human rewrite.
• Time saved per task vs. baseline (with quality adjustment).
• Number of privacy incidents or near-misses tied to AI outputs.
• Stakeholder trust score or feedback after rollout.
• Regular sampling/audit of saved prompts and outputs for bias and accuracy.

Common pitfalls to avoid

• Assigning accountability to AI. Humans must retain final authority.
• Skipping provenance and logging. That makes investigation and improvement impossible.
• Failing to update RACI when the workflow or model changes (versioning matters).
• Underestimating prompt engineering: small prompt changes can alter outputs significantly—treat prompts as configuration that must be reviewed.

Next steps and templates

1) Copy the RACI table into your SOP template and replace role names. 2) Add the verification checklist as mandatory sign-off items. 3) Schedule a 30-day review after deployment to evaluate KPIs and adjust responsibilities.