Workflow Review

A knowledge worker reviews a recurring client or internal brief, using AI to compare source material and expose missing claims before the draft is released. This is an illustrative workflow, not a customer case study.

Problem

A knowledge worker reviews a recurring client or internal brief, using AI to compare source material and expose missing claims before the draft is released.

Human Role

The individual defines the intended reader and decision, supplies approved source material, checks the draft, and remains accountable for what is sent or published.

Where AI Helps

AI can organize source notes, compare versions, draft alternatives, and surface questions, but only within the defined workflow and approved information boundary.

Where Human Judgment Stays

The individual decides what is true enough to use, resolves exceptions, verifies consequential claims, and records the outcome in the Integrity Packet.

Workflow

  1. Define the outcome and decision boundary.
  2. Gather context and ask AI for a bounded first pass.
  3. Review assumptions, evidence, and missing perspectives.
  4. Revise, document ownership, and measure what improved.

AAOS Mapping

Diagnose the recurring draft and its failure points; Activate a bounded review pattern; establish Controls for sources and release; Execute with human review; Measure rework and missed claims; Scale only when the pattern is repeatable.

Common Failure Modes

  • Starting with a tool before defining the work.
  • Accepting fluent output without checking assumptions.
  • Leaving ownership or review implicit.

What Good Looks Like

A concise Integrity Packet shows the outcome, assumptions, evidence, validation performed, accountable owner, and residual risk before the draft moves forward.

Next Step

Use the assessment to choose the next capability.

Use this pattern carefully

This example is illustrative. Adapt the workflow to the people, evidence, controls, and consequence level in your own context before using it.

Take the assessment