Skip to scenario
Back to the business caseAI-updated existing docs · Implementation

From a release signal to a bounded source patch

Selection and editing are separate operations. Search broadens the candidate set; relationship checks narrow it; only the approved fragment becomes the model’s editing input.

Follow the process
Business goal
Increase efficiency
Business metric
Content cost

Eight steps that keep an update inspectable

Use a versioned source snapshot, stable element IDs, a maintained reuse map, and a complete change record. Establish rollback and validation before applying patches.

The task in this example

Update every topic affected by the webhook retry limit changing from 3 to 5 in release 26.4.

  1. Step 1

    Read the change

    Collect the release 26.4 record and supporting code change.

    Product or customer data

    Engineering establishes that the retry limit changes from 3 to 5 and identifies the applicable release.

  2. Step 2

    Validate the evidence

    Check whether the record is sufficient to revise documentation.

    Content team

    The update rubric requires old and new values, applicability, and relevant behavior. Incomplete evidence returns to the product owner.

  3. Step 3

    Suggest candidates

    Search an index for mentions and paraphrases of retry behavior.

    System

    Semantic search produces candidates, including different wording. It does not certify that every candidate needs an edit.

  4. Step 4

    Verify relationships

    Check feature, release, and reuse for each candidate.

    Ontology and knowledge graph

    Record why the fragment applies to release 26.4 and which outputs reuse it. Preserve exclusions for earlier releases.

  5. Step 5

    Isolate the element

    Retrieve the smallest source fragment that needs revision.

    Content team

    Addressable structure separates the value from surrounding steps and warnings. Keep the original fragment and source revision.

  6. Step 6

    Revise within the boundary

    The model proposes the replacement fragment.

    Model

    Supply the verified change and selected fragment. Reject proposals that introduce unsupported behavior or require edits outside that boundary.

  7. Step 7

    Patch and validate

    Insert the proposed element into a copy of the source.

    System

    Check structure, references, applicability, and unchanged elements. A stale source revision must cause a conflict rather than an overwrite.

  8. Step 8

    Review and approve

    A documentation professional reviews the patch and its rationale.

    People

    The reviewer sees the trigger, relationship path, before/after fragment, and validation evidence before accepting the update.

This framework provides a practical baseline shaped by experience. Every organization operates under distinct technical and operational realities that require tailored design and governance. While you can adapt these measures independently, we frequently partner with teams to customize governance, integrations, and rollout. Performance outcomes will naturally vary.

Why these content layers matter

Intelligent content

Address steps, warnings, and values separately. An update rubric checks that the source change states the new value, applicable release, and behavior before drafting starts.

Taxonomy

Apply consistent feature and release identifiers to the change and the source so the workflow does not alter earlier-release instructions.

Ontology and knowledge graph

Connect the changed feature to source fragments and their reuse. Search proposes candidates; explicit relationships check applicability and downstream use.

Verify the result and handle exceptions

Check the known affected set, fragment-level diffs, earlier-release output, and every reuse destination. Rebuild and ask test questions about the retry limit against the updated index.

Stop when evidence is incomplete, source revisions conflict, or relationships disagree. Route unresolved candidates for manual review. Keep rejected patches and their reasons so a later run does not silently repeat them.

How we work
with your team

We can guide your team, work alongside it, or deliver the work for you. Combine these approaches as your needs and capacity change.

Lead

Build capability

We guide your people through the work, building capability that stays with your team.

Support

Add specialist backup

Your team owns the work. We provide experienced backup and specialist help where you need it.

Do

Delegate delivery

We handle work that is one-time, specialized, or outside your core business, without adding an ongoing burden to your team.

How much of an update is your team reviewing unnecessarily?

Intuitive Stack can help examine one release change, model its affected fragments and reuse, and design a bounded update and review workflow.