WorkLLM

Vs

Abacus.ai

Abacus.ai is an enterprise AI platform that offers multi-LLM chat, task automation, and agent-based capabilities across a broad range of use cases. WorkLLM is an enterprise AI workspace built for teams — where shared context, collaboration, and AI come together to support real work, not just conversations.

This page helps you decide which one fits your organization best.

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What each product is best at

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

Abacus.ai

A broad enterprise AI platform combining multi-LLM chat, task automation, and agentic capabilities. Well suited for teams that want powerful AI features — chat, agents, scheduling, and integrations — in a single platform.

WorkLLM

A multi-LLM AI workspace built for teams — with shared context, collaboration, role-based AI Assistants, AI Tools, and context-aware AI Agents that help teams move work from idea to execution.

The difference?

Abacus.ai focuses on AI capability and breadth. WorkLLM focuses on how teams work together with AI, from context to output to action.

Full Comparison
Primary purpose Enterprise AI platform combining multi-LLM chat, automation, and agents AI workspace designed around real team workflows across the organization
Multi-LLM support Access to multiple leading LLMs in one platform 300+ AI models optimized by task type, strength, and cost
Context & memory Chat history, projects, and uploaded documents scoped to chats and agents Persistent, shared context across conversations, tools, and team activity
Collaboration Team access to shared chats, projects, and agents Full workspace collaboration with shared chats, comments on AI responses, and group conversations
AI Assistants Custom chatbots and agents can be created, but are not role-based or reused across tools by default Dedicated RAG-powered AI Assistants trained on company or team knowledge (i.e. HR Assistant, Sales Assistant, etc.)
AI Tools Mostly prompt-driven interactions; automation and tasks live as separate features Pre-built and customizable AI Tools that generate consistent, professional outputs with built-in context (i.e. Blog Writer, Social Post Generator, etc.)
AI Agents Agentic capabilities (e.g., Deep Agent) for multi-step tasks and automation Context-aware AI Agents that monitor events, make decisions, and take action across connected tools. (i.e. Weekly Summary report, Auto Lead follow up, etc.)
Integrations & app capabilities Integrations supported across the platform for data access and automation Deep, workflow-oriented integrations designed for cross-tool execution
Prompt builder & library Playground supports creating/saving “artifacts” like prompts and configurations (not positioned as a centralized org prompt system) Central Prompt Builder with a shared Prompt Library across teams
Reporting & analytics Not positioned as a primary product focus Detailed reports on usage, adoption, and activity by team and user
Tenant model Enterprise deployment options available, including isolated environments Separate tenant per organization
Security & controls Enterprise security and compliance (including SOC 2 Type II and HIPAA) Enterprise-ready security with workspace isolation and governance
Pricing Starts at $10/user/month, with higher tiers adding features; enterprise pricing on request $20/user/month (Basic) and $30/user/month (Pro); 10% discount on annual plans

Disclaimer: Information about Abacus.ai 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 Abacus.ai if...

You want a broad enterprise AI platform with chat, automation, and agent capabilities
Your primary need is powerful AI features in one system, even if collaboration happens outside AI
You’re comfortable with a product that’s primarily chat-centric with add-on automation
You’re comfortable setting up AI workflows on your own

Choose WorkLLM if...

You use multiple AI models, not just ChatGPT
Your teams need to work together on AI outputs
You don’t want to re-explain background and decisions every time AI is used
You want AI to help finish work, not just generate drafts — through AI Assistants, AI Tools, and AI Agents

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

“Vivamus sagittis lacus vel augue laoreet rutrum faucibus dolor auctor. Vestibulum id ligula porta felis euismod semper. Cras justo odio dapibus facilisis sociis natoque penatibus.”

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

“Vivamus sagittis lacus vel augue laoreet rutrum faucibus dolor auctor. Vestibulum id ligula porta felis euismod semper. Cras justo odio dapibus facilisis sociis natoque penatibus.”

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

“Vivamus sagittis lacus vel augue laoreet rutrum faucibus dolor auctor. Vestibulum id ligula porta felis euismod semper. Cras justo odio dapibus facilisis sociis natoque penatibus.”

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

“Vivamus sagittis lacus vel augue laoreet rutrum faucibus dolor auctor. Vestibulum id ligula porta felis euismod semper. Cras justo odio dapibus facilisis sociis natoque penatibus.”

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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