Liminary Review 2026 - AI Research Memory

Verified Oct 2, 2026 by Tooliverse Editorial

Liminary remembers everything you've read, saved, and discussed with AI, then surfaces it right when you need it. It's 3.4X more accurate than ChatGPT at retrieving the right answer across your sources.

Liminary AI Review: The AI Second Brain That Remembers Everything!

BazAI2K subs86 views6:54
liminary research workspace showing organized information with interconnected summaries, notes, and highlights in a clean, light-themed interface.

Connect diverse research content to surface key insights and create structured knowledge.

Liminary workspace UI showing AI-powered knowledge recall and notes within a clean, light-themed browser interface.

AI-powered knowledge companion surfaces relevant notes and highlights from your tools.

Liminary AI knowledge companion showing contextual notes and highlights related to a biotechnology webpage with a clean interface.

Automatically capture and recall contextual notes and highlights from any webpage.

Liminary landing page hero section announcing its AI chat memory layer with a clean, modern aesthetic.

Never lose context across your AI chats with an intelligent memory layer.

Liminary workspace UI showing connected research notes and summaries in a modern glassmorphism interface.

Turn fragmented market research into organized, client-ready analysis.

Liminary Review: Tooliverse Consensus

Google
Reddit
Chrome Web Store
Product Hunt
G2
9.48/10

Based on 126 verified reviews across 4 platforms,

combined with Tooliverse's expert analysis

Tooliverse Consensus

Liminary works as a second brain that speaks up, pulling saved research, AI chats, and meeting notes into view while you work and tying every answer to a source. Reviewers praise that proactive recall and the grounding in personal data, which they credit for fewer made-up citations, along with a firm no-training privacy stance. The costs are real: connecting many sources takes time, Magnet runs only in Chromium browsers, and the nudges can intrude during deep work. It rewards people whose work depends on remembering.

Bottom line: A top-tier memory layer that surfaces your own research with sources attached, held back mainly by a slow multi-source setup, Chromium-only Magnet, and pricing aimed at high-stakes professionals.

Liminary | Key Specs

Platforms
Web, Chrome extension, Firefox extension
Pricing Model
Freemium ($0-50/user/mo) See plans
Privacy/Data Use
Never used to train AI models, user-controlled deletion
Security
CASA, TLS 1.2/1.3 encryption, MFA See details

Wins

  • •Surfaces relevant knowledge proactively before the user even thinks to searchmentioned in 72 reviews
  • •Eliminates "the labor of memory" by maintaining context across disconnected toolsmentioned in 61 reviews
  • •Provides 3.4X higher accuracy than general LLMs by grounding answers in personal datamentioned in 55 reviews

Watch-Outs

  • •Initial setup requires connecting multiple data sources which can be time-consumingmentioned in 28 reviews
  • •The "Magnet" meeting sidekick is currently limited to Chromium-based browsersmentioned in 24 reviews
  • •Subscription pricing is positioned for high-stakes professionals rather than casual usersmentioned in 18 reviews

Liminary Features 2026

Proactive Recall

Surfaces relevant saved knowledge before you have to search for it, across internal and external sources.

One-Click Capture

Save articles, reports, PDFs, AI chats, and videos while browsing, and add your own notes as you go.

Fact Check

Checks claims in your documents against your own saved sources, with one-click fixes, including in Notion.

Gap Detection

Surfaces what's missing from your work before anyone else notices.

Liminary User Reviews

Selected Reviews

G2

"It's like having a research assistant who has read everything I've ever saved and has a perfect memory. The knowledge graph visualization is a nice touch."

Reviewer
Researcher_X
G2•May 10, 2026
Reddit

"The accuracy is what sold me. It doesn't guess; it cites my own PDFs and past chats. Finally, an AI tool that I can actually trust for client work."

Reviewer
Sarah_PhD
Reddit•Mar 24, 2026
Product Hunt

"The Magnet sidekick is incredible for live calls, though I wish it worked on Safari too. It's a bit of a pain to switch browsers just for meetings."

Reviewer
Creative_Morgan
Product Hunt•Jan 15, 2026

More from the Community

Product Hunt

"Liminary has completely changed how I prep for meetings. It pulls up my past notes on a client before I even open the calendar invite."

Reviewer
Mark_Consults
Product Hunt•Sep 15, 2026
CH

"Finally, a tool that solves the "where did I see that?" problem across Slack, Notion, and Chrome. The proactive surfacing is like magic."

Reviewer
TechLead_Joe
Chrome Web Store•Aug 28, 2026
Reddit

"Great for grounding AI in my own knowledge, but the pricing is a bit steep for a solo freelancer. I'd love to see a more affordable tier."

Reviewer
Freelance_Writer
Reddit•Nov 12, 2025
CH

"I love that it doesn't train on my data. Privacy is non-negotiable for my consulting work, and Liminary is the only tool that takes it seriously."

Reviewer
Privacy_First
Chrome Web Store•Jul 1, 2026
G2

"The proactive surfacing is a bit hit-or-miss; sometimes it shows things I don't need right now, which can be distracting during deep work."

Reviewer
Busy_Exec
G2•Apr 20, 2026
Product Hunt

"Liminary has completely changed how I prep for meetings. It pulls up my past notes on a client before I even open the calendar invite."

Reviewer
Mark_Consults
Product Hunt•Sep 15, 2026
CH

"Finally, a tool that solves the "where did I see that?" problem across Slack, Notion, and Chrome. The proactive surfacing is like magic."

Reviewer
TechLead_Joe
Chrome Web Store•Aug 28, 2026
Reddit

"Great for grounding AI in my own knowledge, but the pricing is a bit steep for a solo freelancer. I'd love to see a more affordable tier."

Reviewer
Freelance_Writer
Reddit•Nov 12, 2025
CH

"I love that it doesn't train on my data. Privacy is non-negotiable for my consulting work, and Liminary is the only tool that takes it seriously."

Reviewer
Privacy_First
Chrome Web Store•Jul 1, 2026
G2

"The proactive surfacing is a bit hit-or-miss; sometimes it shows things I don't need right now, which can be distracting during deep work."

Reviewer
Busy_Exec
G2•Apr 20, 2026
Reddit

"It's 3.4x more accurate than ChatGPT for my specific technical docs. No more hallucinations or making up citations. This is the real deal."

Reviewer
Dev_Ops_Dan
Reddit•Dec 5, 2025
CH

"The Chrome extension is the best way to keep my research organized without manual tagging. It just works in the background while I browse."

Reviewer
Student_Life
Chrome Web Store•Feb 10, 2026
Product Hunt

"A must-have for anyone dealing with information overload. It makes knowledge work feel light again by handling the retrieval for you."

Reviewer
Knowledge_Worker
Product Hunt•Sep 1, 2026
CH

"Setup took a while because I have so many sources, but once it's indexed, it's magic. The integration with Zotero is a huge plus for me."

Reviewer
Data_Analyst
Chrome Web Store•Jun 15, 2026
Reddit

"It's 3.4x more accurate than ChatGPT for my specific technical docs. No more hallucinations or making up citations. This is the real deal."

Reviewer
Dev_Ops_Dan
Reddit•Dec 5, 2025
CH

"The Chrome extension is the best way to keep my research organized without manual tagging. It just works in the background while I browse."

Reviewer
Student_Life
Chrome Web Store•Feb 10, 2026
Product Hunt

"A must-have for anyone dealing with information overload. It makes knowledge work feel light again by handling the retrieval for you."

Reviewer
Knowledge_Worker
Product Hunt•Sep 1, 2026
CH

"Setup took a while because I have so many sources, but once it's indexed, it's magic. The integration with Zotero is a huge plus for me."

Reviewer
Data_Analyst
Chrome Web Store•Jun 15, 2026

Liminary Pricing 2026

View Source

Explorer's 200 saved documents and three composer uses are enough to judge whether proactive recall fits your habits, but not enough to lean on. Pro at $29/month is the tier that matters: fact-check, gap detection, unlimited Magnet meetings, and room for 10,000 sources. Solo freelancers may balk at the price, so run the free plan against a real project first.

Explorer (Free)

  • 200 saved documents, web content
  • 10 local uploads per day
  • 3 composer uses
  • Basic recall
  • Save up to 10 meetings with Magnet

Pro

$29/mo
  • 10,000 saved sources, web content
  • Advanced recall with fact-check and gap detection
  • Unlimited meetings with Magnet
  • MCP Connectors and Agents
  • Model selection

Team

$50/mo/user
  • Unlimited sources and uploads
  • Shared team knowledge base
  • Workflow integrations (Drive, Granola, and more)
  • Advanced AI Models
  • Dedicated support channel

Liminary In-Depth Review 2026

Francis Field, Editor-in-Chief
Francis Field
Editor-in-Chief·Verified Oct 2, 2026
Somewhere in your browser history is the report that would settle Thursday's argument. The AI chat where you worked out the framing is buried under two hundred newer ones, and the meeting notes live in a different app entirely. Knowledge work produces a steady stream of useful material, and most of it vanishes at the moment you need it. Liminary is built around that specific leak.

Liminary is a memory layer for professionals that saves your research, AI chats, and meeting notes, then brings the relevant pieces back without being asked. It captures through Chrome and Firefox extensions, tracks conversations across ChatGPT, Claude, and Gemini, and traces every answer to a saved source. Its published benchmark claims 3.4X the retrieval accuracy of ChatGPT, and it reports 93.4% on LongMemEval. A free tier covers the basics.

What It's Like Day-to-Day

The core loop is simple: save things as you browse, then work normally. One click grabs an article, PDF, report, or video, and you can add a note if something matters. When you open a document or prepare for a client, related material surfaces on its own, which a Chrome Web Store reviewer called "like magic" for the where-did-I-see-that problem across Slack, Notion, and Chrome. Others describe it pulling up past client notes before they even open the calendar invite.

Writing is where the grounding pays off.

Liminary Security & Compliance

Verified Compliance

  • CASA (Cloud Application Security Assessment)

Security Features

  • Encryption at rest and in motion (TLS 1.2 and 1.3)
  • Multi-factor authentication and role-based access control
  • Sensitive data redaction

Privacy Commitments

  • Data never used to train AI models
  • Enterprise agreements prevent foundation model providers from training on user data
  • Users can delete personal data or entire account
Security and privacy information for Liminary is sourced from official documentation and verified where possible.View Source

Liminary: Frequently Asked Questions (FAQs)

Is there a free plan for Liminary?

Yes, Liminary offers a free Explorer plan with 200 saved documents, 10 local uploads per day, 3 composer uses, basic recall, 30 days of chat history, and up to 10 meetings saved with Magnet.

How much does Liminary cost?

Liminary Pro costs $29 per month and Team costs $50 per user per month. A free Explorer tier is also available, and teams above 50 should contact support.

What happens to my data in Liminary?

Your data is encrypted, siloed to your workspace, and never used to train AI models. You control what goes in and when it gets deleted.

Can Liminary be used with a team?

Yes, the Team plan offers a shared team knowledge base, sharing with up to 50 people per project, and workflow integrations such as Drive and Granola.

Liminary Integrations

NotionGmailGoogle Drive
GranolaChatGPTClaude
Gemini

Liminary: Verified Data Sheet

#LabelData Point
[1]Liminary Consensus: 9.48/10Liminary is one of the highest-rated AI productivity tools in the Tooliverse index, with a consensus score of 9.48/10 across 126 verified reviews.
[2]What is LiminaryLiminary is a CASA-assessed AI memory layer for professionals that recalls saved research, AI chats, and meetings with source traceability. It is 3.4X more accurate than ChatGPT at retrieval, with a free tier and Pro from $29/month.
[3]Tooliverse Consensus on LiminaryLiminary works as a second brain that speaks up, pulling saved research, AI chats, and meeting notes into view while you work and tying every answer to a source. Reviewers praise that proactive recall and the grounding in personal data, which they credit for fewer made-up citations, along with a firm no-training privacy stance. The costs are real: connecting many sources takes time, Magnet runs only in Chromium browsers, and the nudges can intrude during deep work. It rewards people whose work depends on remembering.
[4]Liminary VerdictLiminary bottom line: A top-tier memory layer that surfaces your own research with sources attached, held back mainly by a slow multi-source setup, Chromium-only Magnet, and pricing aimed at high-stakes professionals.
[5]Explorer (Free): FreeLiminary offers a free Explorer (Free) tier with 200 saved documents, web content, and 10 local uploads per day, putting AI recall within reach at no cost.
[6]Browser and meeting workflow integrationLiminary fits into browser workflows through Chrome and Firefox extensions for one-click saving and the Magnet meeting sidekick, an integration story mentioned in 48 user reviews.
[7]No training on your data, encryptedLiminary never uses personal data to train AI models and encrypts customer data at rest and in motion with TLS 1.2 and 1.3, a privacy strength noted in 41 user reviews.
[8]Pro: $29/monthLiminary Pro costs $29 monthly and expands on the free tier with 10,000 saved sources and web content.
[9]Proactive recall before you searchLiminary surfaces relevant saved knowledge proactively, before the user thinks to search, across internal and external sources, a strength cited in 72 user reviews.
[10]Keeps context across disconnected toolsLiminary reduces the "labor of memory" by keeping context across disconnected tools, including Slack, Notion, Chrome, and AI chats from ChatGPT, Claude, and Gemini, according to 61 user reviews.
[11]Multi-source setup takes timeLiminary's initial setup requires connecting multiple data sources, which user reports describe as time-consuming, according to 28 reviews.
[12]Magnet limited to Chromium browsersLiminary's Magnet meeting sidekick currently works only in Chromium-based browsers, a limitation raised in 24 user reviews, including requests for Safari support.
[13]CASA (Cloud Application Security Assessment)Liminary holds CASA (Cloud Application Security Assessment) certification.
[14]Enterprise: Encryption at rest and in motion (TLS 1.2 and 1.3)Liminary's enterprise security covers Encryption at rest and in motion (TLS 1.2 and 1.3), Multi-factor authentication and role-based access control, and Sensitive data redaction.
[15]Proactive surfacing is "like magic"A verified Chrome Web Store reviewer noted that Liminary solves the "where did I see that?" problem across Slack, Notion, and Chrome, calling its proactive surfacing "like magic."

Liminary Categories & Use Cases

Pricing:

Custom Pricing
Freemium Model

Feature:

No AI Training
Version Control
Collaboration Features
Integration Ecosystem
Multi Language Support
Template Library

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