WorkLLM

Vs

Langdock

Langdock is an enterprise AI platform that provides team chat, AI agents, visual workflows, and a developer layer for building custom AI automations. WorkLLM is the AI brain of the company — built for teams, bringing multi‑LLM, shared memory, and real collaboration into a single workspace where AI connects to your projects, context, and workflows.

This page helps you decide which product fits your organization best, based on real capabilities across AI, memory, collaboration, work app integrations, and automation.

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What each product is best at

Start here if you just want the essence before the big table.

Langdock

Langdock is an enterprise AI platform combining chat, agents, visual workflows, integrations, and an API — with multiple models in one place. It's well suited for rolling out AI broadly across an organization and enabling developers to build custom AI workflows and automations.

WorkLLM

WorkLLM is the AI brain of your company - built for how teams actually work with AI. It brings multi‑LLM, shared memory, and real collaboration into a single workspace. It's not just a chat interface; it's an operating layer that connects AI to your team's projects, context, and workflows.

The difference?

Langdock is a company-wide AI platform (chat + assistants + developer workflows). WorkLLM is an AI workspace focused on team collaboration + reusable work assets + execution across tools.

Full Comparison

Core AI Capabilities

CapabilityWorkLLMLangdock.com
Q&A
✓Available for everyday team AI workflows.
✓Available as secure enterprise chat.
Q&A with search
✓Search-enabled answers for team workflows.
✓Available through RAG and web search.
Document chat and data analysis
✓Chat with documents and analyze uploaded files in context.
✓Supports files, folders, CSV, and XLSX analysis.
Deep research
✓Available for research workflows.
✓Available through integrations and agents.
Coding assistance
✓Available for code generation, debugging, and technical workflows.
✓Available through prompts and agent Python execution.
Image capabilities
✓Available for image-related workflows.
✓Supports image upload, analysis, and generation.
Audio and music capabilities
×Not currently supported.
!Partial support: upload and transcribe audio, but no music generation.
Video capabilities
×Not currently supported.
!Partial support: upload and transcribe video, but no video generation.
Multi-LLM experience
✓Access to 200+ models, with the ability to switch models mid-thread and compare outputs.
✓Supports multiple model providers including OpenAI, Anthropic, Mistral, and others.

Memory & Context

CapabilityWorkLLMLangdock.com
Organization memory
✓Persistent organization memory that compounds over time through documents, context, and conversations.
×Not positioned as a dedicated organization-wide memory layer in the same way.
Personal memory
✓Available for individual user preferences and context.
✓Available.
Thread memory
✓Maintains context within ongoing conversations.
✓Maintains context within conversations.
Context memory
✓Supports structured context inside projects, such as product, customer, campaign, or business-specific context.
×Not positioned as a separate structured context layer.
Project memory
✓Available for shared project-specific knowledge and workflows.
✓Project-level context is available.
Memory architecture
✓Designed around organization → project → context → thread memory.
!Project and thread-level context capabilities are available.

Team Collaboration

CapabilityWorkLLMLangdock.com
Multi-user AI threads
✓Built for teams to collaborate inside shared AI conversations.
!Limited collaboration through Projects.
Tagging and commenting
✓Built-in commenting and team discussion around AI outputs.
×Not positioned as a dedicated commenting workflow.
Team projects
✓Organize work around shared projects, customers, products, or initiatives.
✓Projects are available.
Project contexts
✓Create specific context areas inside a project, such as a product, customer, campaign, or use case.
×Not positioned as a separate project-context structure.

AI Products for Teams

CapabilityWorkLLMLangdock.com
AI Assistant
✓Create assistants with specific context, tone, personality, and sharing controls for individuals, teams, or the whole organization.
✓Agents with context are available.
AI Tools
✓Owner-governed, pre-prompted tools for repeatable work such as blog writing, social posts, press releases, sales content, and internal documents.
✓Agents for specific use cases are available.

Work App Integrations & Automation

CapabilityWorkLLMLangdock.com
Chat with work apps
✓Connect and chat with work apps such as Gmail, Calendar, Drive, Slack, and more.
✓Chat with connected work apps is available.
Work app automation / AI agents
!Coming soon through AI Agents, including workflows like daily email summaries, meeting prep, and action-item notifications.
✓Available through visual workflows, event triggers, and multi-step automation.

Other Products

CapabilityWorkLLMLangdock.com
Execution sandbox
!Coming soon with a side-by-side execution experience.
✓Execution sandbox capabilities are available.
API access
×Not currently available.
✓API access is available.
Library
×No direct equivalent.
✓Centralized hub for files and knowledge assets.
Skills
×No direct equivalent.
✓Reusable instruction sets that activate automatically in chat.
Chatbots
×No direct equivalent.
✓Slackbot and Teambot experiences are available.

Disclaimer: Information about Langdock is based on publicly available documentation and product information as of January 2026. Features, pricing, and capabilities may change over time.

When To Choose Which

Choose Langdock if...

You want a company-wide AI platform with chat, agents, workflows, and API in one place
Visual workflow automation with event triggers (e.g., Gmail events) is a priority
Your developers want to build and deploy custom AI workflows on top of the platform
A centralized file library and reusable Skills are important to your team
You want Chatbot experiences like Slackbot and Teambot
API access is a requirement

Choose WorkLLM if...

You want an AI brain for your company that your team can start using in minutes
Your teams need to work together in the same AI threads with tagging, comments, and shared context
You want layered memory — org, project, context, and thread — not just project-level context
You want to operationalize AI with AI Assistants and one‑click AI Tools with fine-grained sharing
You want organization-wide memory that compounds over time from conversations and documents
A single team wants to adopt AI without a full enterprise procurement process

Happy Customers

Customer satisfaction is our major goal. See what our customers are saying about us.

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Coriss Ambady <a href="#"><svg height="20" viewBox="0 0 72 72" width="20" xmlns="http://www.w3.org/2000/svg"><g fill="none" fill-rule="evenodd"><path d="M8,72 L64,72 C68.418278,72 72,68.418278 72,64 L72,8 C72,3.581722 68.418278,-8.11624501e-16 64,0 L8,0 C3.581722,8.11624501e-16 -5.41083001e-16,3.581722 0,8 L0,64 C5.41083001e-16,68.418278 3.581722,72 8,72 Z" fill="#007EBB"></path><path d="M62,62 L51.315625,62 L51.315625,43.8021149 C51.315625,38.8127542 49.4197917,36.0245323 45.4707031,36.0245323 C41.1746094,36.0245323 38.9300781,38.9261103 38.9300781,43.8021149 L38.9300781,62 L28.6333333,62 L28.6333333,27.3333333 L38.9300781,27.3333333 L38.9300781,32.0029283 C38.9300781,32.0029283 42.0260417,26.2742151 49.3825521,26.2742151 C56.7356771,26.2742151 62,30.7644705 62,40.051212 L62,62 Z M16.349349,22.7940133 C12.8420573,22.7940133 10,19.9296567 10,16.3970067 C10,12.8643566 12.8420573,10 16.349349,10 C19.8566406,10 22.6970052,12.8643566 22.6970052,16.3970067 C22.6970052,19.9296567 19.8566406,22.7940133 16.349349,22.7940133 Z M11.0325521,62 L21.769401,62 L21.769401,27.3333333 L11.0325521,27.3333333 L11.0325521,62 Z" fill="#FFF"></path></g></svg></a>
Coriss Ambady

Financial Analyst ABC.com

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Cory Zamora <a href="#"><svg height="20" viewBox="0 0 72 72" width="20" xmlns="http://www.w3.org/2000/svg"><g fill="none" fill-rule="evenodd"><path d="M8,72 L64,72 C68.418278,72 72,68.418278 72,64 L72,8 C72,3.581722 68.418278,-8.11624501e-16 64,0 L8,0 C3.581722,8.11624501e-16 -5.41083001e-16,3.581722 0,8 L0,64 C5.41083001e-16,68.418278 3.581722,72 8,72 Z" fill="#007EBB"></path><path d="M62,62 L51.315625,62 L51.315625,43.8021149 C51.315625,38.8127542 49.4197917,36.0245323 45.4707031,36.0245323 C41.1746094,36.0245323 38.9300781,38.9261103 38.9300781,43.8021149 L38.9300781,62 L28.6333333,62 L28.6333333,27.3333333 L38.9300781,27.3333333 L38.9300781,32.0029283 C38.9300781,32.0029283 42.0260417,26.2742151 49.3825521,26.2742151 C56.7356771,26.2742151 62,30.7644705 62,40.051212 L62,62 Z M16.349349,22.7940133 C12.8420573,22.7940133 10,19.9296567 10,16.3970067 C10,12.8643566 12.8420573,10 16.349349,10 C19.8566406,10 22.6970052,12.8643566 22.6970052,16.3970067 C22.6970052,19.9296567 19.8566406,22.7940133 16.349349,22.7940133 Z M11.0325521,62 L21.769401,62 L21.769401,27.3333333 L11.0325521,27.3333333 L11.0325521,62 Z" fill="#FFF"></path></g></svg></a>
Cory Zamora

Marketing Specialist ABC.com

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Nikolas Brooten <a href="#"><svg height="20" viewBox="0 0 72 72" width="20" xmlns="http://www.w3.org/2000/svg"><g fill="none" fill-rule="evenodd"><path d="M8,72 L64,72 C68.418278,72 72,68.418278 72,64 L72,8 C72,3.581722 68.418278,-8.11624501e-16 64,0 L8,0 C3.581722,8.11624501e-16 -5.41083001e-16,3.581722 0,8 L0,64 C5.41083001e-16,68.418278 3.581722,72 8,72 Z" fill="#007EBB"></path><path d="M62,62 L51.315625,62 L51.315625,43.8021149 C51.315625,38.8127542 49.4197917,36.0245323 45.4707031,36.0245323 C41.1746094,36.0245323 38.9300781,38.9261103 38.9300781,43.8021149 L38.9300781,62 L28.6333333,62 L28.6333333,27.3333333 L38.9300781,27.3333333 L38.9300781,32.0029283 C38.9300781,32.0029283 42.0260417,26.2742151 49.3825521,26.2742151 C56.7356771,26.2742151 62,30.7644705 62,40.051212 L62,62 Z M16.349349,22.7940133 C12.8420573,22.7940133 10,19.9296567 10,16.3970067 C10,12.8643566 12.8420573,10 16.349349,10 C19.8566406,10 22.6970052,12.8643566 22.6970052,16.3970067 C22.6970052,19.9296567 19.8566406,22.7940133 16.349349,22.7940133 Z M11.0325521,62 L21.769401,62 L21.769401,27.3333333 L11.0325521,27.3333333 L11.0325521,62 Z" fill="#FFF"></path></g></svg></a>
Nikolas Brooten

Sales Specialist Financial Analyst ABC.com

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Coriss Ambady <a href="#"><svg height="20" viewBox="0 0 72 72" width="20" xmlns="http://www.w3.org/2000/svg"><g fill="none" fill-rule="evenodd"><path d="M8,72 L64,72 C68.418278,72 72,68.418278 72,64 L72,8 C72,3.581722 68.418278,-8.11624501e-16 64,0 L8,0 C3.581722,8.11624501e-16 -5.41083001e-16,3.581722 0,8 L0,64 C5.41083001e-16,68.418278 3.581722,72 8,72 Z" fill="#007EBB"></path><path d="M62,62 L51.315625,62 L51.315625,43.8021149 C51.315625,38.8127542 49.4197917,36.0245323 45.4707031,36.0245323 C41.1746094,36.0245323 38.9300781,38.9261103 38.9300781,43.8021149 L38.9300781,62 L28.6333333,62 L28.6333333,27.3333333 L38.9300781,27.3333333 L38.9300781,32.0029283 C38.9300781,32.0029283 42.0260417,26.2742151 49.3825521,26.2742151 C56.7356771,26.2742151 62,30.7644705 62,40.051212 L62,62 Z M16.349349,22.7940133 C12.8420573,22.7940133 10,19.9296567 10,16.3970067 C10,12.8643566 12.8420573,10 16.349349,10 C19.8566406,10 22.6970052,12.8643566 22.6970052,16.3970067 C22.6970052,19.9296567 19.8566406,22.7940133 16.349349,22.7940133 Z M11.0325521,62 L21.769401,62 L21.769401,27.3333333 L11.0325521,27.3333333 L11.0325521,62 Z" fill="#FFF"></path></g></svg></a>
Coriss Ambady

Financial Analyst Financial Analyst ABC.com

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Jackie Sanders <a href="#"><svg height="20" viewBox="0 0 72 72" width="20" xmlns="http://www.w3.org/2000/svg"><g fill="none" fill-rule="evenodd"><path d="M8,72 L64,72 C68.418278,72 72,68.418278 72,64 L72,8 C72,3.581722 68.418278,-8.11624501e-16 64,0 L8,0 C3.581722,8.11624501e-16 -5.41083001e-16,3.581722 0,8 L0,64 C5.41083001e-16,68.418278 3.581722,72 8,72 Z" fill="#007EBB"></path><path d="M62,62 L51.315625,62 L51.315625,43.8021149 C51.315625,38.8127542 49.4197917,36.0245323 45.4707031,36.0245323 C41.1746094,36.0245323 38.9300781,38.9261103 38.9300781,43.8021149 L38.9300781,62 L28.6333333,62 L28.6333333,27.3333333 L38.9300781,27.3333333 L38.9300781,32.0029283 C38.9300781,32.0029283 42.0260417,26.2742151 49.3825521,26.2742151 C56.7356771,26.2742151 62,30.7644705 62,40.051212 L62,62 Z M16.349349,22.7940133 C12.8420573,22.7940133 10,19.9296567 10,16.3970067 C10,12.8643566 12.8420573,10 16.349349,10 C19.8566406,10 22.6970052,12.8643566 22.6970052,16.3970067 C22.6970052,19.9296567 19.8566406,22.7940133 16.349349,22.7940133 Z M11.0325521,62 L21.769401,62 L21.769401,27.3333333 L11.0325521,27.3333333 L11.0325521,62 Z" fill="#FFF"></path></g></svg></a>
Jackie Sanders

Investment Planner Financial Analyst ABC.com

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Laura Widerski <a href="#"><svg height="20" viewBox="0 0 72 72" width="20" xmlns="http://www.w3.org/2000/svg"><g fill="none" fill-rule="evenodd"><path d="M8,72 L64,72 C68.418278,72 72,68.418278 72,64 L72,8 C72,3.581722 68.418278,-8.11624501e-16 64,0 L8,0 C3.581722,8.11624501e-16 -5.41083001e-16,3.581722 0,8 L0,64 C5.41083001e-16,68.418278 3.581722,72 8,72 Z" fill="#007EBB"></path><path d="M62,62 L51.315625,62 L51.315625,43.8021149 C51.315625,38.8127542 49.4197917,36.0245323 45.4707031,36.0245323 C41.1746094,36.0245323 38.9300781,38.9261103 38.9300781,43.8021149 L38.9300781,62 L28.6333333,62 L28.6333333,27.3333333 L38.9300781,27.3333333 L38.9300781,32.0029283 C38.9300781,32.0029283 42.0260417,26.2742151 49.3825521,26.2742151 C56.7356771,26.2742151 62,30.7644705 62,40.051212 L62,62 Z M16.349349,22.7940133 C12.8420573,22.7940133 10,19.9296567 10,16.3970067 C10,12.8643566 12.8420573,10 16.349349,10 C19.8566406,10 22.6970052,12.8643566 22.6970052,16.3970067 C22.6970052,19.9296567 19.8566406,22.7940133 16.349349,22.7940133 Z M11.0325521,62 L21.769401,62 L21.769401,27.3333333 L11.0325521,27.3333333 L11.0325521,62 Z" fill="#FFF"></path></g></svg></a>
Laura Widerski

Sales Specialist Financial Analyst ABC.com

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