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The tools here differ primarily in where they connect and what they do with the information. Some build a searchable layer over existing tools like Confluence, Notion, or Google Drive, letting users ask natural language questions and get answers with source citations. Others function as standalone wiki platforms with AI-assisted writing and search built in. When evaluating, the most important factors are which data sources the tool can connect to, how it handles access permissions so that restricted content stays restricted, and how accurately it attributes answers to source documents. Hallucination risk matters here: tools that surface incorrect information as fact can erode trust quickly, so looking for products that include source links and confidence indicators is worthwhile. Pricing is typically per-seat for team plans, with enterprise contracts for large organizations or those needing custom integrations. For smaller teams, the question is often whether a dedicated tool is worth the overhead versus improving search and structure in the tools they already use.