
SpecialistProvides a unified connected workspace for team documents and databases, but lacks Dust's advanced multi-source enterprise knowledge indexing.
Dust records 547,217 monthly visits with +1.8% month-over-month growth and Contact for Pricing pricing. Liminary records 12,246 monthly visits with -30.4% growth and Freemium pricing.

An AI memory layer that resurfaces your research when it matters
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | dust.tt | liminary.io |
| Pricing Model | Contact for Pricing | Freemium |
| Monthly Visits | 547.22K (547,217) | 12.25K (12,246) |
| MoM Traffic Delta | +9.48K (+1.8%) | -5.34K (-30.4%) |
| Primary Market & Share | 🇫🇷 France (65.4%) | 🇺🇸 United States (59.1%) |
| Direct Visits / mo | 456.92K | 4.87K |
| User Rating | 4.4 | 4.1 |
| Supported Platforms | Website | Website |

Multiplayer AI where people and agents work side by side
Connect 70+ tools including Slack, Notion, Google Drive, GitHub, Salesforce and Zendesk so agents answer with real company knowledge instead of generic guesses.
Reach messaging, CRM, docs, project management, data, finance and MCP servers through one platform, so agents can act across systems rather than just chat.
Build agents with 20+ frontier and open-source models from OpenAI, Anthropic, Google and Mistral, and pick the best model for each task.
A dual-layer permission model, SCIM-synced groups, admin-gated overrides, audit logs and usage analytics keep company data locked down while teams move fast.

An AI memory layer that resurfaces your research when it matters
Capture web pages, PDFs, videos, reports and LLM chats while you browse, then annotate them with your own notes and context.
Instead of waiting for a search, Liminary surfaces the relevant saved material while you write and inside meetings.
A meeting companion that pulls in the right information at the right moment, then saves the summary, full transcript and your notes for later recall.
Every answer points back to where it came from, internal or external, so you can verify claims rather than trust a black box.

SpecialistProvides a unified connected workspace for team documents and databases, but lacks Dust's advanced multi-source enterprise knowledge indexing.
Integrates deeply with CRM ecosystems to automate enterprise workflows, but is tightly bound to the Salesforce software suite.
Integrates deeply with CRM ecosystems to automate enterprise workflows, but is tightly bound to the Salesforce software suite.

Share and access study materials worldwide — with AI study tools built in
Share and access study materials worldwide — with AI study tools built in

AI research platform for reading, understanding and writing scientific papers
AI research platform for reading, understanding and writing scientific papers

Offers robust enterprise-wide permission-aware search and knowledge management, but with less focus on custom multi-model agent workflows.
Offers robust enterprise-wide permission-aware search and knowledge management, but with less focus on custom multi-model agent workflows.
Combines multi-model chat assistants and automated machine learning optimization, but with a heavier focus on data science pipelines.
Combines multi-model chat assistants and automated machine learning optimization, but with a heavier focus on data science pipelines.

A proactive AI reading lens for papers, videos, and web pages
A proactive AI reading lens for papers, videos, and web pages
SpecialistTurn one prompt into live business apps, AI agents and automated workflows

Translate, summarize, and understand documents in 154 languages without losing the layout
Translate, summarize, and understand documents in 154 languages without losing the layout
SpecialistExcels at visual no-code web scraping and data automation pipelines, but lacks Dust's dedicated internal knowledge base architecture.
SpecialistExcels at visual no-code web scraping and data automation pipelines, but lacks Dust's dedicated internal knowledge base architecture.

SpecialistFocuses on secure enterprise workflow automation and security orchestration, but requires more manual setup for custom AI agents.
SpecialistFocuses on secure enterprise workflow automation and security orchestration, but requires more manual setup for custom AI agents.

Turn research papers and articles into interactive summary flashcards
Turn research papers and articles into interactive summary flashcards