Keep Customer Instructions, Remove Internal Notes: Human Review of AI Documents

For AI human review, the first decision is whether one small example can be reviewed by a person. An internal note inside a customer guide creates a practical problem: deleting it may remove information the customer needs, while leaving it may expose private context. Review each passage for its customer purpose, factual support, and intended audience. Keep necessary instructions, rewrite mixed passages, remove private commentary, and hold unresolved claims.

Keep supported information that helps the customer act or understand a limitation.
Rewrite or remove internal commentary without hiding customer consequences.
Hold any instruction whose accuracy or disclosure status remains unresolved.

Preparation date: 2026-09-09. Tested date: not established. This playbook uses an invented guide excerpt for a document-only exercise. No live customer document, completed experiment, or measured outcome is supplied.

Start with a fictional guide and a visible boundary

The free first action is a manual exercise in an editor you already have. Create a fictional customer guide, deliberately mix in internal notes, and classify the passages before changing them. The purpose is to make your deletion and retention rules inspectable.

For this example, imagine a downloadable convenience-store offer-board package. Everything about the package below is invented.

Its intended reader is someone evaluating or installing the package. That reader needs prerequisites, supported actions, limitations, and a way to recognize completion. They do not need private deliberations about how the guide was assembled.

Write an audience boundary above the working draft:

This guide explains what the customer receives, what they must prepare, how to use the package, and where its documented limits apply.

Keep that boundary in the review worksheet. It gives each editorial decision a specific question: does this passage help the intended reader make a supported decision or complete a supported action?

A sentence can contain necessary customer information and unnecessary internal context at the same time.

Make the editorial decisions visible

Here is the deliberately mixed source excerpt:

Fictional draft: Open the included configuration example before starting. Internal note: the installation prerequisite still needs confirmation. If an import fails, preserve the original file before retrying. Editorial note: this section sounds alarming; soften it. Hosted installation is not included. Internal note: avoid mentioning that exclusion near the introduction.

The table is the worked artifact. It shows proposed treatment, not evidence that these instructions describe a real product.

Draft passage	Treatment	Reason
Open the included configuration example.	Keep, subject to verification	It describes a customer action; the referenced file must exist.
Installation prerequisite still needs confirmation.	Hold the affected section	The customer needs the confirmed prerequisite, not the unresolved note.
Preserve the original file before retrying.	Keep, subject to verification	It describes a precaution whose accuracy must be checked.
This section sounds alarming; soften it.	Remove from the shared copy	It is editorial commentary, not customer guidance.
Hosted installation is not included.	Keep, subject to verification	A service exclusion affects expectations and preparation.
Avoid mentioning that exclusion near the introduction.	Remove the note; retain the exclusion	Private placement preferences should not erase a relevant condition.

Artifact caption: Fictional customer-guide excerpt mapped to keep, remove, and hold decisions. The worksheet preserves the reason behind each proposed change.

The unresolved prerequisite matters most. Removing its note would make the document cleaner while leaving the instruction incomplete. The appropriate result is a held section with an assigned verification task.

This is the available receipt: a visible source-to-decision comparison. It does not establish that the method prevented a disclosure or improved a customer outcome.

Separate the consequence from the commentary

Mixed passages need a more careful edit than whole-sentence deletion.

Consider another invented line:

Internal note: we have not confirmed whether importing a replacement file overwrites existing entries; tell customers to upload their file.

The proposed customer action depends on an unresolved behavior. Removing the opening clause would leave an instruction that sounds settled.

In the private worksheet, record the question that needs an answer:

Confirm whether replacement imports preserve, merge, or overwrite existing entries before approving this instruction.

Keep the customer instruction on hold until supporting evidence exists. Do not turn uncertainty into a confident warning, either. “This overwrites your entries” would also be unsupported.

Once behavior is verified, explain the customer consequence directly. The customer-facing version should describe what happens, what preparation is required, and what limitation applies. It does not need the history of the internal discussion.

Removing an uncertainty note does not resolve the uncertainty underneath it.

Review meaning before searching for labels

Run the review passage by passage. For each passage, record its reader purpose, supporting evidence, and proposed treatment.

Read the complete section first. Then search for likely leftovers such as “internal,” “TODO,” “reviewer,” “confirm,” and “do not publish.” Search can help locate marked notes; it is not the release decision.

A useful instruction may contain the word “internal.” A private negotiation or unsupported promise may contain no suspicious label at all.

Also inspect the document surfaces that will actually be shared: tables, captions, comments, tracked changes, attachments, and linked material. Where the format supports revision history or embedded metadata, check the recipient’s access to those surfaces.

Review a copy in the intended sharing format. Compare it with the approved working version. If the guide references an included file, check that the reference matches the deliverable rather than a private working location.

Use a checklist that records unfinished work

Copy this into a private review worksheet:

• Audience: State who will read the guide and what they need to accomplish.
• Purpose: Give each retained passage a customer-facing reason to exist.
• Evidence: Match instructions, prerequisites, inclusions, and exclusions to supporting material.
• Mixed passages: Separate useful consequences from private commentary.
• Uncertainty: Hold affected instructions until unresolved behavior is verified.
• Disclosure: Remove private identities, working locations, credentials, and unrelated deliberations.
• Completeness: Confirm that deletion has not removed a necessary warning or condition.
• Shared artifact: Inspect the export, comments, attachments, and accessible links.
• Decision: Record what is approved, what remains held, and what would resolve the hold.

For disputed passages, add this reusable record:

Passage:
Customer purpose:
Supporting evidence:
Treatment: keep / rewrite / remove / hold
Reason:
Unresolved question and responsible reviewer:

Keep this record separate from the customer deliverable. Otherwise, the review worksheet can become another source of internal notes in the next export.

A clean document is still an incomplete receipt

No observed disclosure incident or failed cleanup is supplied for this article. The failure cases here are hypothetical review risks.

Over-deletion can remove a necessary limitation. Cosmetic rewriting can make an unresolved instruction sound authoritative. A correct body edit can leave private commentary elsewhere in the shared artifact.

The checklist also cannot establish product behavior by itself. That requires evidence from the actual deliverable and its documented conditions. Human review should identify that dependency and preserve the hold.

A clean export supports a sharing decision; it does not prove that every instruction is correct.

The final decision rule is straightforward: release a passage when its customer purpose, factual support, and disclosure boundary are clear. Rewrite mixed content, remove unnecessary private context, and hold unresolved claims. If a held passage is necessary for safe or successful use, hold the guide.

Apply the worksheet to a fictional guide before reviewing a live customer document.

Related build logs