Guide

AI Documentation Best Practices for Better Retrieved Answers

Write and maintain source material that works for readers and knowledge-based AI: clear structure, explicit context, versions, links, and ownership.

9 min read

Write the direct answer first

A reader and a retrieval system both benefit when a section begins with the answer, then gives conditions, steps, examples, and links. Avoid forcing the key fact to emerge from a long narrative.

Make context explicit

  • AudienceState which role, plan, product, location, or customer the guidance applies to.
  • VersionName the relevant product or policy version.
  • PrerequisitesList what must already be true before the steps begin.
  • Stop conditionsDescribe when the reader should not continue.
  • Owner and dateRecord who maintains the source and when it was last reviewed.

Use consistent terminology

Choose one primary term for each concept and add known synonyms in the text. If “workspace,” “account,” and “organization” refer to different things, define them. Retrieval cannot repair terminology that the source uses inconsistently.

Prefer stable, meaningful links

Use descriptive link text and a stable canonical destination. If you want an agent to recommend a link, make the URL and its purpose explicit in the approved content. Check for redirects and broken destinations.

Test documentation through questions

Ask the questions a novice, expert, frustrated user, and out-of-date user would ask. If the answer requires guessing, improve the documentation before compensating with a longer agent instruction.

Frequently asked questions

Should documents be written for AI?

Write for people first, using clear structure and context; those qualities also improve retrieval.

Are PDFs good knowledge sources?

Text-readable, current, well-structured PDFs can work, but critical facts may be easier to govern as explicit facts or FAQs.

How do we handle conflicting documents?

Resolve the conflict, identify the authoritative source, and remove or clearly scope obsolete material before publishing the agent.

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