The agent analyzes incoming support tickets and chat logs to identify recurring questions, workflow gaps, and feature confusion that indicate missing or inadequate documentation. When 15 tickets in a month ask the same question about a specific workflow, the answer doesn't belong in email threads — it belongs in a help center article. The audit surfaces the specific questions by frequency and user segment, prioritizes documentation needs by support volume and customer impact, and produces a gap report that drives the documentation roadmap.

Help articles fail when they're written by engineers for engineers — assuming technical vocabulary, skipping the 'obvious' steps that aren't obvious, and failing to explain why a step matters before describing how to do it. The agent writes documentation in plain language, structured as step-by-step instructions with a clear task objective at the top, numbered steps, expected screen state descriptions, and callouts for common errors. Screenshots are specified as briefs for the documentation team. The result is an article a new user can follow to complete a task without opening a support ticket.

A help center with 200 articles is useless if users can't find what they're looking for. The agent structures the help center architecture: category taxonomy (Getting Started, Integrations, Advanced Configuration), article hierarchy within categories, and internal linking between related articles. It also optimizes article titles and summaries for search — both within the help center search and external search engines where 'how to [product task]' queries often resolve first to help center articles. The architecture is built for the user's mental model, not the internal product team's org chart.

Help centers go stale when product releases aren't reflected in documentation. An article showing the old UI creates more confusion than no article at all. The agent connects to your product changelog or release notes and flags articles affected by recent changes: screenshots that no longer match, steps that have been restructured, or features that have been renamed or removed. Flagged articles surface with a specific update brief — what changed, which step or screenshot needs updating — so documentation stays current with product reality.