Engineering Notebook

Human validation

WeImpactAI Validation Workflow

A workflow for keeping humans in the loop when AI output needs judgment, accountability and review before it reaches production use.

Human validation loop
sequenceDiagram
  participant AI as AI Draft
  participant Queue as Validation Queue
  participant Human as Reviewer
  participant Product as Production System
  AI->>Queue: Submit draft with context
  Queue->>Human: Assign review
  Human->>Queue: Accept, revise, or reject
  Queue->>Product: Publish approved work

Problem

AI can generate useful work, but organizations still need a clear validation path: who reviews, what gets accepted, what gets rejected and how decisions are recorded.

Workflow

  • AI creates a draft.
  • The draft enters a validation queue.
  • A reviewer accepts, revises or rejects.
  • Approved work moves into the production surface.

Architecture

The system should treat validation as a queue with state transitions, ownership and auditability. AI output is draft material until a human decision moves it forward.

Decisions

Reviewer decisions are product data, not logs. The organization should be able to explain why a generated artifact reached production.

Lessons

Automation creates leverage only when the accountability model is clear. Human validation is a workflow, not a safety disclaimer.