Liminary - AI Decision Assistant

AI memory for professionals grounded in real research

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Updated Jul 2026 · Added Jun 2026

liminary.io

Ai Research AsstFreeai-research-asst

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What is Liminary?

Liminary is an AI-powered research storage and retrieval platform designed for professionals and small teams who make high-stakes recommendations. It saves articles, PDFs, videos, and AI chats while automatically surfacing relevant past work and insights when you need them. Built with enterprise-grade security, Liminary connects dots across projects, fact-checks claims against your sources, and ensures every recommendation is grounded in verifiable research - 3.4X more accurate than ChatGPT at retrieving the right answer.

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Key Features of Liminary

Save articles, reports, PDFs, AI chats, and videos with one click
Annotate and add context as you research
Automatic watchlist monitoring for new information
Fact-check against your sources, not the internet
Gap detection to surface missing insights
Live meeting assistant with real-time recall
Gmail integration for drafting emails from saved knowledge
Notion integration for fact-checking and gap detection
Source traceability - every answer links back to its source
End-to-end encryption with workspace silos
Recall across LLM chats, web pages, PDFs, and videos

Who Should Use Liminary?

Consultants recalling relevant work from past client engagements

Strategy teams connecting competitive analyses across projects

Researchers building on previous findings without re-discovering

Freelance advisors managing insights across multiple clients

Think tank researchers organizing and retrieving institutional knowledge

Venture capital investors tracking company and market research

Executives and managers grounding decisions in verified sources

Marketers synthesizing research findings into recommendations

Liminary: Pros & Cons

✓Pros

3.4X more accurate than ChatGPT at retrieving answers
Every insight traces back to a source one click away
Data never used to train AI models
Built by ex-Dropbox security, ML, and search engineers
Seamless integration with Gmail and Notion
Automatic monitoring and alerts for new information
End-to-end encryption and workspace silos
User remains in control of narrative and argument
Live meeting assistant surfaces knowledge in real time

Frequently Asked Questions about Liminary

Can Liminary fact-check my claims against sources I've saved, or does it check against the public internet?

Liminary fact-checks only against the sources you have saved in your workspace, not against the broader internet. This keeps verification grounded in your actual research rather than exposing you to hallucinations or outdated information from web search.

If I save a PDF or video into Liminary, can it search and recall specific information from inside those files?

Yes. Liminary can recall across PDFs and videos alongside articles, web pages, and AI chat logs. You can annotate and add context to any source type, and the platform will surface relevant passages when you need them, with source traceability back to the exact file.

Does Liminary use my saved research and chat history to train its AI models?

No. Liminary does not use your data to train AI models. Your workspace remains private, and end-to-end encryption with workspace silos ensures your research is isolated from other users and from model training pipelines.

How does the live meeting assistant work, and what does it surface during a call?

Liminary's live meeting assistant recalls relevant insights from your saved sources in real time during meetings. You can reference past client work, competitive analyses, or research findings without breaking stride, and every recalled point links back to its source so you can verify it on the spot.