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AI can help draft, rewrite, summarize, or transform technical documentation, but it should not be treated as the authority on how a product works. Use it for bounded writing tasks, ground the draft in current source material, and have a knowledgeable person verify claims and examples before publication.
What AI can—and cannot—do for technical documentation
AI is most useful as a drafting and revision assistant. Microsoft Learn describes authors using AI to generate part of an article or convert existing content between programming languages, then reviewing and revising the generated material before publication. Microsoft also states, “We understand that AI-generated content isn’t always accurate.” (Microsoft Learn: Principles for AI-Generated Content)
That distinction matters: fluent prose is not evidence that a command works, a default is correct, or a feature exists in the stated version. The documentation team remains responsible for checking product behavior, code samples, and procedures against authoritative sources and the real product.
Choose the right task and artifact
Start by deciding what work you want AI to do. A specific assignment is easier to review than “write documentation.” Google’s documentation guidance distinguishes practical API material from general narrative; a task-focused tutorial, conceptual explanation, API reference entry, and code comment each serve a different reader need. (Google developer documentation style guide; Google technical writing courses and resources)
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- First draft: Turn verified notes, specifications, or source material into a defined section.
- Rewrite: Improve an existing passage’s structure or clarity without changing its technical meaning.
- Summary: Condense a source while preserving the details the intended reader needs.
- Transformation: Convert existing material, such as code examples between programming languages, then check the result against the target environment.
- Consistency review: Flag terminology or style differences for a human editor to assess.
These are drafting and editing uses, not permission to publish unverified output. Microsoft describes its own process as using AI for part of the work, followed by author review and revision; it is an example of one organization’s practice, not a universal policy. (Microsoft Learn: Principles for AI-Generated Content)
Give the writing assistant enough context
Provide the material needed to make the task checkable: the intended audience, what the reader is trying to accomplish, authoritative product facts or source text, and relevant version details. Add the team’s terminology and style guidance, and identify the specific artifact you want in return—for example, a setup procedure or an API explanation.
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Audience and clarity are explicit concerns in both Google’s developer-documentation guidance and GitHub’s style guide. Those guides are written for their respective contexts; use the one that fits your publication rather than treating either company’s house style as a universal rule. (Google developer documentation style guide; GitHub Docs style guide)
Make boundaries explicit. Ask the system to use only the supplied source for product-specific claims, preserve stated version limits, and mark missing information for verification instead of filling gaps with guesses. This is a practical way to make review possible, not an experimentally established prompt formula.
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Verify the draft against the source of truth
Review the technical content, not just the wording. Compare each instruction and example with current specifications, source documentation, code, and product behavior. A plausible procedure can still be wrong for the product or version the article names.
- Check commands, parameters, defaults, prerequisites, and version notes.
- Run code examples in the relevant environment where appropriate, and confirm that the result matches the article’s explanation.
- Confirm that links point to the authoritative, current reference.
- Check that every claim is supported by the supplied source or another approved source of truth; remove or qualify unsupported claims.
Microsoft says its authors test and review AI-generated content before publication, then revise it as needed. The precise checks depend on the document and product; there is no single universal checklist established by that statement. (Microsoft Learn: Principles for AI-Generated Content)
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Edit for meaning, clarity, and the reader’s task
Once the facts are checked, edit the draft as documentation—not merely as prose. Does it tell the intended reader what to do or understand? Are prerequisites and steps in a useful order? Is important context missing? Is terminology consistent with the rest of the product documentation?
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GitHub’s style guidance emphasizes that clarity and meaning matter more than consistency and grammatical correctness alone. A grammatically polished draft can still be incomplete or confusing; an editor should prioritize whether readers can understand and use it. (GitHub Docs style guide)
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Set a publication and disclosure policy
Decide who reviews AI-assisted material and how its use is recorded or disclosed under your organization’s rules. Microsoft reports that it tests, reviews, and revises generated content and marks articles containing AI-generated material. That describes Microsoft’s published-content practice; it does not establish a disclosure requirement for every organization. Follow the policy that governs your publication. (Microsoft Learn: Principles for AI-Generated Content)
What results can you expect?
The available evidence supports using AI for bounded drafting, transformation, and editorial assistance, with human verification and revision. It does not establish a reliable productivity percentage for AI-written technical documentation, or prove that a particular model, tool, or prompt produces more accurate results. A 2025 technical-communication paper describes task areas such as style and consistency checking and raises accuracy concerns when users lack subject-matter expertise, but the available information does not provide a directly usable productivity figure. Do not substitute general software-development survey numbers for documentation-specific evidence. (2025 paper: “How to Write With GenAI”)
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