AI drafting

Give the drafting tool the rules a writer would use

A writer needs a task topic for configuring webhook retries in release 26.4. The draft will need less repair if the tool has complete source evidence, a usable content model, approved terms, and the prerequisite relationships that belong in the task.

See the comparison

The task in this example

Draft a task topic for configuring webhook retries in release 26.4.

Business goal: Increase efficiency
Business metric: Content cost

A readable draft can still miss the prerequisites

The intended task is the same in both drafts. In this example, configuring retries requires an existing webhook and the Admin role.

The draft follows a loose prompt

The source is incomplete and the style rules are in an inaccessible PDF.

The draft invents a smooth sequence but omits the role prerequisite and uses inconsistent terms.

Structure: Uncontrolled
Prerequisites: Admin role omitted
Terms: Not checked

The writer must reconstruct the task

The draft follows maintained inputs

The source passes a rubric; the tool retrieves a task model, terms, and prerequisites.

The draft includes the existing-webhook and Admin-role requirements and follows the approved task structure.

Structure: Approved task model
Prerequisites: Existing webhook; Admin role
Terms: Checked against maintained rules

Review can focus on accuracy and usability

Measure the effort to an approved topic

A first draft is cheap only if the work after it is manageable. Include source preparation, writer and engineer review, and corrections after publication.

Validate the inputs

Resolve missing evidence before drafting.
- Prerequisites listed
Review the draft

Check technical claims and task usability.
- Draft acceptance
- Review time
Publish and observe

Maintain the topic through release and use.
- Writer hours
- Corrections after publishing

Business metric

Content cost

Compare total content effort per equivalent approved task topic, with quality checks held constant.

What to measure and how to interpret it

Use similar tasks and keep the definition of acceptance stable. Track structural and terminology corrections separately from factual changes.

Prerequisites listed: Share of drafts including every reviewed prerequisite and dependency needed for the task.
Draft acceptance: Share of the draft retained after substantive review, with factual repairs identified separately.
Review time: Writer and engineer effort to check and approve the topic.
Writer hours: Total writer effort from input preparation through publication and rework.
Corrections after publishing: Errors requiring post-publication changes, classified by source, generation, or review failure.
Approved terms used: Share of checked product terms conforming to the approved vocabulary.

Check the business result

Include source and rule maintenance, tooling, review, and post-publication fixes in content cost. Check release readiness and documentation-related tickets as quality constraints, rather than assuming faster drafting means lower total cost.

Schedule a call

Make the task model and prerequisites available as data

A model topic supplies shape. A dependency relationship supplies required context. Neither replaces evidence of how the product behaves.

Release 26.4 / Webhook retries

Drafting input contract

Inputs for a configuration task

Draft only when the behavior evidence and required task context are complete.

Source check: Approved retry behavior and applicable release
Content model: Task: purpose, prerequisites, steps, result
Dependencies: Existing webhook; Admin role
Terminology: Approved webhook and retry terms
Review: Writer usability check and engineer accuracy review

Intelligent content

Maintain source rubrics and consistent task models the tool can retrieve and follow.

Taxonomy

Store approved terms and classifications as usable data and enforce checkable rules with a checker.

Ontology and knowledge graph

Link the configuration task to its existing-webhook and role prerequisites so the draft includes dependencies not repeated in the prompt.

A practical starting point

Choose a task with known prerequisites. Compare the generated draft with an approved reference and record where missing source evidence or rules cause rework.

The model drafts. Engineers validate behavior, writers validate the explanation, and people approve publication.

See how this scenario works