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What is Liminary?

Liminary serves as a cutting-edge knowledge-management system designed to function as a digital "knowledge companion" for professionals who engage with large volumes of research, content, or information. It enables users to efficiently capture and organize data from various formats such as articles, PDFs, videos, and meeting transcripts into a unified library where each piece is converted into a structured "source." After saving content, users have the ability to highlight crucial insights, append personal notes, and curate collections tailored to specific projects or themes. In addition, Liminary improves the synthesis process by automatically detecting relationships between ideas, uncovering patterns that might otherwise go unnoticed, and offering a space for exploration. The platform also equips users to create a range of output artifacts, like research reports, investment memos, marketing briefs, or strategy presentations, which integrate their gathered knowledge along with accurate source citations. This comprehensive methodology not only simplifies the management of information but also promotes a more profound understanding and creativity within professional environments. Ultimately, Liminary stands out as an essential tool for anyone looking to optimize their knowledge management practices.

What is Engram?

Engram is a sophisticated, fully managed system created to improve memory and contextual awareness for AI agents, allowing them to retain information, learn, and progress effectively as time passes. Instead of letting a vast array of unstructured conversations and events pile up, it skillfully converts disorganized interaction data into structured, enduring, and adaptable memories. Users can easily send raw text, full conversations, or pre-processed information through a REST API or Python SDK without any need for prior formatting. Engram then employs asynchronous processes to identify relevant information, streamline it by eliminating duplicates, and synchronize it with existing knowledge, leading to an improved memory state that operates independently of the application's core functions. It effectively manages inconsistencies and adapts to new preferences and changes in information over time, ensuring that the context remains pertinent and efficient. Furthermore, agents can quickly access prioritized memories using methods like vector similarity, BM25 keyword searches, or a blend of retrieval techniques, thus reducing the need for resending entire conversation histories. This innovative approach greatly boosts the interaction's efficiency and effectiveness, making AI agents more agile and better equipped to comprehend user requirements. Ultimately, Engram not only enhances the operational capabilities of AI agents but also fosters a more user-centric experience.

Media

Media

Integrations Supported

ChatGPT
Claude
Gemini
Gmail
Google Docs
LinkedIn
Notion
OpenAI
Perplexity
Python
Reddit
Trello
YouTube

Integrations Supported

ChatGPT
Claude
Gemini
Gmail
Google Docs
LinkedIn
Notion
OpenAI
Perplexity
Python
Reddit
Trello
YouTube

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided
Free Version
Free Trial Offered?

Pricing Information

$45 per month
Free Version
Free Trial Offered?

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Liminary

Company Location

United States

Company Website

liminary.io

Company Facts

Organization Name

Weaviate

Date Founded

2019

Company Location

The Netherlands

Company Website

weaviate.io/product/engram

Categories and Features

Categories and Features

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