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Never lose a good idea

Liminary: Your knowledge companion

Solving a problem you know too well...

You're drowning in a sea of scattered research.
Browser tabs overflow with articles you "need to read later."
Important insights get buried in folders you'll never revisit.
You can't find that one crucial piece of information you know you saved somewhere.
Knowledge work today is broken.

Meet Liminary

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Save everything that matters

Capture knowledge from any source with one click. Articles, PDFs, images, ... - Liminary works with whatever format your knowledge5 come in. No more juggling folders, bookmarks, and scattered notes.
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Synthesize with an AI thought partner

Move beyond passive note-taking. Liminary helps you connect ideas across sources, spot patterns you might miss, and ask the right questions to deepen your understanding. It's like having an analyst who already knows your entire body of research.
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Create using your knowledge

When it's time to write that memo, presentation, or analysis, Liminary drafts content using everything you've saved. No more digging through notes to find that perfect quote or statistic. Your knowledge becomes your competitive advantage.

How it works

Example Liminary workflow

Think tank researcher

Policy brief

Dr. Kim is analyzing cryptocurrency regulation proposals.

01

Save

Gathering key artifacts of different formats in one, central place

Compiles legislative texts, SEC documents, and expert testimonies. Highlights key policy language and cross-references positions.

02

Synthesize

Using Liminary to help navigate the complex landscape
Asks "How do regulatory approaches differ between agencies?" Maps stakeholder positions to identify consensus areas.
03

Create

Working with Liminary's help to streamline the writing process
Liminary helps draft policy recommendations grounded in her research, pulling specific evidence for actionable guidance.
Example Liminary workflow

VC Investor

Writing an investment memo

Alex is evaluating a fintech startup that just pitched him on a Series A round

01

Save

Bringing all the relevant information into one place

Saves pitch deck, meeting notes, market reports, and competitor analyses to the "Opp: UberBankCo" collection. Highlights key metrics and growth drivers.

02

Synthesize

Engaging with AI as a thought partner about the industry
Asks "What are the biggest risks and opportunities in this sector?" Liminary reveals patterns across market data and competitive landscape.
03

Create

Writing the investment memo with Liminary's help
Drafts investment memo sections with specific market sizing data, details about the company, and competitive positioning from saved sources.
Example Liminary workflow

Graduate student

Literature review

Marcus is writing his thesis on behavioral economics.

01

Save

Getting an understanding of the published literature.

Builds a collection of 25 academic papers, highlighting methodologies and conflicting arguments.

02

Synthesize

Liminary points out opportunities his thesis can tackle.
Asks "How have research methods evolved?" and "What gaps exist in loss aversion studies?" Liminary maps connections between papers.
03

Create

Liminary works alongside Marcus, drawing on his knowledge.
Uses Liminary to draft summaries of competing theoretical frameworks with proper citations from his saved sources.
Example Liminary workflow

Strategy Consultant

Market analysis report

Sarah is researching AI adoption trends for a client presentation

01

Save

Capture useful sources from web research

Saves 12 web articles and 3 industry reports to her "AI Adoption Q1" collection. Highlights key stats and charts as she reads.

02

Synthesize

Work with Liminary to fill gaps in understanding
Asks "What are the biggest barriers to AI adoption across industries?" Liminary reveals three common themes she hadn't noticed.
03

Create

Liminary works alongside Sarah to draft the report
Asks Liminary to pull specific healthcare AI statistics. The AI drafts her intro and suggests an outline based on her research.

But wait, there's more...

One-click capture

Save articles, PDFs, images, and videos instantly while browsing. No context switching required.

Smart highlighting

Highlight key insights with automatic AI explanations and connections to your existing knowledge.

Intelligent lookup

Select any term for instant definitions and context, with the option to save explanations as notes.

Ask mode

Point and click to ask AI questions about specific content or entire collections.

Visual thinking spaces

Organize ideas spatially with interactive whiteboards that connect your research visually.

Idea auto-linking

Liminary automatically identifies connections between ideas across all your saved sources.

Collections

Organize research by project with AI-powered summaries and insights across all sources.

Content drafting

Generate outlines, summaries, and drafts using your collected knowledge as the foundation.

Citations

Learn and review with confidence when Liminary cites the sources you've saved for  information it generates

The technology

Personal knowledge graph

As you save knowledge in Liminary, we're automatically linking concepts together in a vector database - we like to call this a "personal RAG"

Context-based recommendations

Liminary draws signals from the context you're in to power  recommendations that fit your exact workflow

The right model for the job

We leverage different foundational models - and create our own models - depending on what's best for the task at hand

What users are saying

Ready to Transform Your Knowledge Work?

Stop spending hours managing information and start creating insights that matter.

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