The SME Review Handbook

The SME problem

The bottleneck on most AI-authored Nexes isn’t the AI. It’s the subject matter expert who has 30 minutes a week and a queue of pull requests waiting on them. The difference between a Nex shipped in five days and one shipped in five weeks is almost always the SME loop.

Treat the SME as a scarce resource. Optimize their time, not the author’s. Bring them a draft that is 90 percent of the way there, with citations attached, and a clear instruction set. Don’t bring them a blank page.

Set the rules of engagement

Before kicking off the review, agree four things in writing. Without them, the review will spiral.

• The outcomes. What a learner should be able to do afterward, mapped to specific concepts.
• The sources of truth. Which policy, memo, or SOP wins when something contradicts.
• The threshold. When the SME signs off and what they explicitly are not signing off on.
• The turnaround. A single 30-minute meeting plus async comments, not an open-ended thread.

What to review (and what to skip)

The SME is reviewing accuracy and emphasis. They are not reviewing tone, layout, or AI fluency. Strip those decisions out of the meeting.

• Review: claims, citations, edge cases, escalation thresholds, and the order of operations in a procedure.
• Skip: word choice, paragraph length, visual style, voice. Authors handle that.
• If the SME wants to rewrite tone, redirect them. Their hours are too expensive for prose polish.

Swap citations, not paragraphs

The single biggest unlock in the SME workflow is the inline citation editor. When the SME disagrees with a paragraph, the answer is almost always “wrong source.” Swap the citation, regenerate the paragraph from the new source, keep moving.

• Don’t rewrite paragraphs by hand. The next AI pass will produce a better one from the right source.
• Track every citation swap. It’s the highest-signal input to source ranking next time.
• If a paragraph survives a citation swap and is still wrong, that’s a content gap. Escalate it.

The 30-minute review meeting

The shape that consistently works: a single 30-minute live meeting between author and SME, with screen share and the builder open.

• 0–5 min. Confirm outcomes and sources of truth haven’t changed.
• 5–25 min. Walk the spine. Pause on anything the SME flags. Swap citations live.
• 25–30 min. Capture open items. Set a next-day deadline for each, with a single owner.

Closing the loop

Sign-off is a structured artifact, not a thumbs up in chat. Capture what the SME approved, what they explicitly didn’t, and the next review date. Auditors will thank you. Future SMEs will thank you more.

Compress the SME loop and you compress the whole platform. Most of the “AI doesn’t work” complaints are actually “the SME never got back to me.”