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Liminary is an AI-powered storage and memory tool designed for professional researchers. Its flagship product, Magnet, is a proactive meeting assistant that automatically retrieves relevant information at the right moment. Designed specifically for knowledge workers who need to continuously accumulate, reuse, and validate knowledge, it allows users to save content from multiple sources—including web pages, PDFs, AI chat logs, and videos—with a single click. Through contextual annotations, project dashboards, and intelligent retrospection, it transforms fragmented information into searchable, verifiable, and evolving knowledge assets.

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What is Liminary?

Liminary helps professionals maintain every insight throughout the entire workflow—from research to delivery—by enabling rapid capture of materials, retrospective review of past work, fact-checking, identification of information gaps, collaborative creation, and real-time annotation and preservation of key content. Users can set up monitoring lists for any client or project, and the system automatically tracks new information, completely eliminating repetitive searches and knowledge silos.

As an AI tool emphasizing reliability, Liminary achieves an answer accuracy rate 3.4 times higher than ChatGPT when processing both internal and external data sources. All insights are accompanied by their original sources, which can be accessed with a single click. Moreover, user data is never used to train third-party AI models, ensuring that research assets remain private and under control.

Key features

  • It supports one-click saving of web articles, reports, PDFs, AI chat logs, and videos, while also enabling users to add personal notes and contextual annotations as they read, ensuring that the research process captures the full logic of thought rather than merely the raw materials themselves.

  • It offers “fact-checking” and “gap-detection” features (already integrated with Notion), allowing users to verify information against their own data repositories during document creation and make corrections with a single click, or proactively identify missing key arguments and supporting data.

Use cases and audience

Professionals in fields such as research, strategic consulting, human resources, market analysis, and creative technology—those who frequently access diverse knowledge sources and produce trustworthy deliverables.

  • Retrieve relevant research materials and insights from past projects in real time during meetings to support immediate decision-making.
  • Connect fragmented knowledge across multiple client projects, identifying key relationships that might otherwise be overlooked.
  • Automatically verify factual basis and detect content gaps before drafting reports or deliverables.
Input

Web pages, PDFs, videos, AI chat logs, and user-added notes and contextual annotations.

Output

Traceable answers (with citations to internal data or external webpages), fact-checking results, reports identifying content gaps, cross-project insights, and structured draft deliverables.

Frequently asked questions

Does Liminary offer a free plan?

Yes. A free version of Liminary is available for job seekers; additionally, a free trial is offered, including 200 saved documents, 10 local uploads per day, and 3 Composer usage permissions.

Can Liminary be used collaboratively with the team?

Yes. The Pro plan supports up to 10 users collaborating on a single project; the Team plan supports up to 50 users collaborating on a single project, and also provides a shared knowledge base and workflow integration.

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