Example

Messy SME Feedback to Review Categories

Separate fact issues, workflow issues, priority calls, compliance concerns, and preference edits before review gets noisy.

The messy version is usually not a writing problem.

SME feedback arrives as a mixed pile of facts, opinions, rewrites, and late priority changes.

Look for the decision the artifact needs to support.

Add a required feedback category to the next review: fact issue, workflow issue, priority call, compliance concern, or preference.

The shift is small, but it changes the conversation.

Most SME review problems are category problems. Once we separate what kind of feedback we are looking at, the next action gets much less emotional.

15-minute meeting move

Take the last five SME comments and sort them live into fact, workflow, priority, risk, approval, or preference. The pattern will show where the review step is overloaded.

Office/workspace move

Use comments in Word, Google Docs, PowerPoint, or Slides with a required prefix: fact, workflow, priority, risk, approval, or preference. The tool matters less than the category habit.

Out-of-box move

Run a quick pre-mortem before review starts. Ask: if this review fails, what will have made it fail? Then write review rules for the top two risks.

AI-assisted move

Ask AI to classify raw comments into review categories, but keep the reviewer responsible for final classification and any factual decision.

What changes when the work becomes clearer.

Use this as a pattern. The exact wording will change, but the move is the same: name the audience, workflow, owner, evidence, or decision more clearly.

Before
This section is not right. Can we rewrite it?

The comment sounds urgent, but the team cannot tell whether the SME found an incorrect fact, a workflow mismatch, a priority issue, a risk concern, or a wording preference.

After
Category: workflow issue. The step order changed after the source recording was made.

Decision needed: update the job-aid sequence and remove the old screenshot. Owner: process lead. Due: before pilot. Preference edits can wait until the factual workflow issue is fixed.

The artifact starts carrying more of the operating logic.

  • The comment is classified before anyone starts rewriting.
  • The decision owner is clear.
  • Preference edits stop competing with factual corrections.
  • The review cycle can move without asking the SME to become an editor.

Try it before you rebuild the whole system.

For the next review, require every comment to start with a category. If the category is preference, it waits until fact and workflow issues are resolved.