Confluence vs Guru: pricing, features and which to choose

Confluence launched in 2004, two years after Jira, and has become one of the most widely used corporate wikis. Atlassian says tens of thousands of companies use it, and it is the default documentation tool in many software organizations because pages link directly to Jira work items, sprints and roadmaps. Content lives in spaces, usually one per team or project, organized as page trees. Over time Atlassian added whiteboards, databases, live docs and Loom video embeds, moving Confluence closer to Notion. The self-hosted Server edition ended in 2024, and Atlassian has announced that Data Center sales will wind down too, steering customers to Confluence Cloud, where AI features are available.

Most work happens in pages built with a rich editor, templates and macros. Templates cover product requirements, retrospectives, decision logs, runbooks and marketing briefs. Live docs allow real-time editing without a publish step, while traditional pages keep a draft and publish flow with version history. Databases store structured records such as vendor lists or feature trackers inside a space, and whiteboards support brainstorming that can turn sticky notes into Jira work items. Permissions can be set by space or page, and Premium adds analytics on who viewed what. Thousands of Marketplace apps extend Confluence with diagrams, approval workflows and integrations.

Confluence's weaknesses are search and sprawl. Large instances fill with outdated pages, and users have long complained that native search makes content hard to find, which Rovo Search aims to address. The editor is less flexible than Notion's, and page performance can lag in big spaces. Notion suits teams that want docs, databases and AI in a more flexible editor. Slab and Guru focus on cleaner knowledge bases, and GitBook targets developer documentation. Microsoft SharePoint and Loop fit Microsoft 365 shops. Choose Confluence if your team runs on Jira and wants documentation linked to tickets, with AI included in the plan.

Guru is a Philadelphia enterprise knowledge company founded in 2013 by Rick Nucci and Mitchell Stewart. The company announced a $30 million Series C in 2020. Its product combines knowledge management with search and AI access rather than serving as a general public chatbot.

Teams connect workplace information and maintain knowledge with ownership and verification. Employees can then retrieve information through search or ask AI questions. This creates an ongoing operational requirement: someone must own the quality and review of the underlying knowledge, not merely connect documents once.

Guru competes with Glean for enterprise knowledge access, Microsoft 365 Copilot for suite-centered workflows, and Atlassian Rovo for connected workplace assistance. Its distinction is the combination of verification, knowledge ownership, and AI retrieval. Pick Guru when maintaining trusted internal knowledge is as important as finding it.