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Liminary

liminary.io·AI & ML

Liminary is an AI-driven platform designed for professionals and small teams who make high-stakes recommendations based on research. It focuses on helping users store, organize, and retrieve information efficiently, especially when accuracy and sourcing are crucial. The tool is positioned as a solution for those who need to recall and build upon past research, surfacing relevant insights proactively before users even search for them.

Key features include the ability to save articles, reports, PDFs, AI chats, and videos with a single click while browsing. Users can annotate materials as they go, adding personal notes and context to ensure their research reflects their thinking, not just the source content. Liminary offers a watchlist function for clients or projects, continuously monitoring for new information related to those topics. An AI agent tracks updates and keeps users informed of relevant changes. The platform's "Magnet" feature acts as a meeting assistant, proactively providing pertinent information at the right time. Liminary allows users to ask questions across all saved materials, supporting faster research, fact-checking, and collaboration.

The platform emphasizes data security and user control. Data is encrypted, siloed to each workspace, and never used to train AI models. Users maintain control over what information is stored and when it is deleted. Every insight provided by Liminary is traceable back to its source, with one-click access to the original material, supporting transparency and confidence in recommendations. The tool claims to be significantly more accurate than ChatGPT at retrieving correct answers from both internal and external sources.

Liminary is built by engineers with backgrounds in security, machine learning, and search, and is tailored for professionals such as management consultants, strategy consultants, market researchers, and freelance advisors. The platform is intended for those who bill for their expertise and need to connect ideas across multiple projects.

Freemium
WebEmbeddable
L
Liminary preview
Visit liminary.io↗

Overview

10 features

Liminary sits in PulseGate's AI & ML category. It helps professionals and teams organize, retrieve, and surface relevant information from scattered digital sources using AI. Liminary is a B2B product aimed at knowledge workers. A free plan is available; paid tiers begin at $15. It runs on the web and embeddable surfaces.

Behind Liminary is Liminary Inc. Among its 10 catalogued features are AI search, automatic organization, and file saving.

  • ✓AI search
  • ✓Automatic organization
  • ✓File saving
  • ✓Web clipper
  • ✓Meeting assistant
  • ✓Source tracing
  • ✓PDF support
  • ✓Video saving
  • ✓Email saving
  • ✓AI chat integration

Tags

ai-memoryknowledge-retrievalcontextual-searchproductivity-ai

AI capabilities

TextMultimodalInference: Cloud APIWeights: Proprietary

Built with & integrations

AI providers
openai
Runs on
BrowserEmbeddable

Trust & compliance

LicenseProprietary
Verified signals
✓ HTTPS✓ Free tier✓ Store-verified publisher

Recent events

Latest indexed changes and source events

  1. IndexedJun 25, 8:50 PM

    Listing verified by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about Liminary

What is Liminary?
Liminary helps professionals and teams organize, retrieve, and surface relevant information from scattered digital sources using AI. It is catalogued under AI & ML on PulseGate.
Who should use Liminary?
Liminary is a B2B product built for knowledge workers.
How much does Liminary cost?
Paid plans start at $15, and a free tier is available.
What platforms does Liminary run on?
Liminary runs on the web and embeddable surfaces.
Is Liminary still active?
PulseGate's automated liveness checks currently classify Liminary as active.
What tools are similar to Liminary?
Similar tools tracked by PulseGate include limn, Lumi, and Lyrio.limnLumiLyrio
Who develops Liminary?
Liminary is developed by Liminary Inc.

At a glance

Platforms
Web
Languages
English
First seen
Sep 9, 2025
Activity
🟢 Active
Status
🟢 Active
Built for
knowledge workers
Model
B2B
Solves
Helps professionals and teams organize, retrieve, and surface relevant information from scattered digital sources using AI.

Developer

Liminary Inc.

Live coverage

Confidence
High · 97
Indexed
Jun 25, 2026
Lifecycle
Alive
Activity
Active
First seen
Sep 2025
Last seen
3w ago
Identity audit (9)
Entity ID
cmqtz9k4h01k3330ql51rc6t5
Slug
liminary-liminary-io
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jun 25, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 13, 2026
Canonical URL
https://liminary.io/

Similar apps

Other apps tracked under the same category.

  • limn
    pypi.org
  • Lumi
    llmmemory.ai
  • Lyrio
    lyrio.ai
  • Lime
    datalimeai.com
  • Luminary
    luminary.ai
  • Informity AI
    informity.ai