Design Human Review into an AI Workflow
Assign meaningful review authority, evidence, and escalation paths to AI-assisted work so approval is a real decision rather than a routine click.
Identify the consequential step
Map the workflow from input to output and locate where a mistake could affect a person, commitment, or external system. Drafting a message and sending it are different steps. Summarizing a request and approving it are different decisions. Place review where the reviewer can still prevent the consequence. A retrospective check may support learning, but it cannot replace a necessary approval before an irreversible action.
Give the reviewer usable evidence
Show the source material, material assumptions, and changes proposed by the AI. A reviewer who sees only polished prose must reconstruct the basis for every claim. Make missing information and conflicting evidence visible. Use the summary evaluation guide to decide which checks belong in the review. Avoid treating an unexplained confidence score as a substitute for evidence about the particular case.
Plan for disagreement and failure
Give reviewers a way to record why they changed or rejected an output. Separate a one-off correction from a recurring defect that requires a workflow change. Identify how to pause the system and handle outputs already produced. Connect material incidents to the organization's existing processes rather than creating a private exception log that nobody else can see or act on.
Review whether oversight works
Sample approved outputs and inspect whether the required checks actually occurred. Look for repeated overrides, missed errors, and approval patterns that suggest fatigue. Use findings to improve the interface, instructions, or task boundary. The AI pilot guide provides a way to evaluate these changes before expanding them. Human review is a designed responsibility with evidence and capacity, not a label added to a diagram.
Source reference
For broader organizational AI risk-management context, see the NIST AI Risk Management Framework. The workflow checklist above is an applied example, not a compliance assessment.
Published by AgilePro.info under our Editorial Policy. Guidance is based on established delivery practice and is general information, not professional advice for a specific project.