DocDrift

DocDrift is a web app (with Slack/Teams integrations) that monitors internal knowledge sources—wikis, Google Docs, Notion, Confluence, and policy PDFs—and flags content that is likely outdated, contradictory, or orphaned. It builds a “drift score” per page based on signals like last meaningful edit, referenced systems that changed (e.g., Jira project keys, API versions), broken links, and conflicting guidance across documents. Owners get a weekly triage queue with suggested fixes, impacted teams, and a one-click “request review” workflow. The AI layer proposes concise patches and change summaries, but nothing auto-publishes without human approval. The goal is not another knowledge base; it’s a maintenance layer that keeps existing knowledge usable and trustworthy, reducing repeated questions, onboarding friction, and operational mistakes caused by stale documentation.