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Centralize and Optimize: How Cassidy's Knowledge Base Unifies Your Business Ecosystem

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Imagine having a single command center for all your business’s systems, information, and data — where every tool, every document, and every piece of relevant data works together seamlessly.

Now, imagine layering in the power of all leading AI systems, seamlessly integrated and working in harmony within one platform.

That’s exactly what Cassidy’s Knowledge Base delivers.

It’s like building a brain for your business, one that learns from your unique systems, stays up-to-date, and ensures your workflows are always in sync.

By combining the strengths of your existing tools and the capabilities of diverse AI systems, Cassidy transforms how your team operates, making it smarter, faster, and more effective. Let’s explore how Cassidy’s Knowledge Base can take this vision and make it a reality, starting with how it learns and integrates seamlessly with your business.

Imagine What’s Possible With AI That Knows Your Business

Cassidy's Knowledge Base acts as the backbone of your tech ecosystem, seamlessly connecting systems, tools, and data for smarter collaboration.

But how does it work?

Cassidy integrates directly with your existing tools, transforming the scattered matrix of information across platforms into a streamlined, interconnected system where every moving part works together.

Cassidy transforms the way businesses manage their sprawling ecosystems of data and tools by breaking down silos and connecting every piece into one seamless framework.

A customer service rep no longer needs to search Zendesk, SharePoint, and Google Drive to find the right answer. Instead, Cassidy scans all connected sources in real-time and consolidates the best response — whether it’s in an internal document or a support article — into an on-brand email, ready to send in seconds.

Sales teams can gain a new edge. A rep using Salesforce can access deal history, competitive insights, and product data without switching platforms, enabling faster prep and sharper pitches.

Marketing? Cassidy can weave insights from market research, customer feedback, and internal strategies into compelling, data-driven content — ready for the next campaign or blog post.

The possibilities are endless. No matter your industry, role, or experience with AI, Cassidy continues to evolve by integrating new technologies, expanding features, and adopting advancements in tools and large language models (LLMs). We're going to continue making strides to make sure that you are efficient at your job, with a lot less stress.

Modern tech stacks NEED to be more ... modern

Modern tech stacks are essential for operations but often come with significant challenges. Enterprises depend on an array of platforms tailored to specific departments, yet these tools frequently operate in silos.

This fragmentation leads to inefficiencies, complicating workflows and limiting collaboration. Bridging these gaps is not just a technical challenge — it’s a necessity for unlocking productivity and streamlining operations across the business. To sum it up, here are some of the issues with tech stacks that aren't connected: 

  • Data Silos: Different platforms house valuable information, but lack of integration makes it challenging to access or leverage effectively.
  • Workflow Gaps: Teams often navigate between disconnected systems, leading to redundant tasks, slower processes, and higher error rates.
  • Redundancies in Tools: Overlapping functionalities across tools lead to unnecessary costs and confusion about which platform to use.
  • Scalability Issues: Expanding enterprises face difficulty aligning new tools with existing systems, making streamlined growth a challenge.

Simplifying a tech stack requires more than integration — it involves creating synergy between tools, aligning them with organizational goals, and ensuring seamless interaction for end-users. 

Here's how simple it can be to have these systems work together: 

Optimizing your tech stack (with the help of AI) allows teams to focus on strategic goals, collaboration, and execution rather than battling fragmented systems. By addressing these challenges, businesses can unlock the full potential of their tech stack, and, more importantly, empower their people.

We hope that companies with well-organized Cassidy Knowledge Bases will not only drive greater value for the organization but also enables individuals to focus on meaningful, productive work that benefits both the business and their own professional growth.

Create a knowledge base that will unify your tech stack 

Building a custom AI knowledge base with Cassidy will help transform your business and connect all of your services to have them work for you, as opposed to create more work.

A few clicks will allow you to save hundreds of hours, as Cassidy integrates your company’s data and systems, creating a cohesive, intelligent platform

Whether stored in internal documents, external tools, or shared platforms, your company’s knowledge is unified into one intelligent system. Cassidy ensures no information is overlooked, transforming fragmented data into a cohesive, AI-powered resource that enhances workflows and keeps your team equipped with the most accurate and up-to-date information.

The real-time syncing sets Cassidy apart.

The moment something in your systems changes or updates, Cassidy reflects those changes instantly. Your team gets access to the most current, relevant, and accurate data — no delays, no digging through systems.

Supported by traceable insights and complete transparency, Cassidy allows your team to track information back to its source, ensuring accuracy and trust.

We work with all the major tools out there, and the list is growing. Cassidy integrates with nearly 100 tools, including advanced AI systems like OpenAI’s GPT-4, Google Gemini, and a range of open-source models, working seamlessly to create a knowledge base that grows alongside your business.

Whether you’re a neighborhood brick-and-mortar shop or a sprawling enterprise, Cassidy ensures your data is protected and private. None of your information is accessible to others. Your data stays exclusively yours—Cassidy’s models never train on your information, guaranteeing complete confidentiality while delivering intelligent, impactful solutions customized to your needs.

This is how modern work gets done: less time spent navigating systems, more time focused on the ideas and initiatives that truly matter. With Cassidy, your team is empowered to work smarter, collaborate better, and achieve more.

Try Cassidy for free.

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Cassidy vs. Loopio
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Cassidy vs. Loopio

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AI Automation Platform vs. RFP Response Software

When evaluating automation platforms, Cassidy and Loopio often surface as contenders for streamlining RFPs and proposal management. However, these platforms differ significantly in their scope and flexibility. Loopio is a narrowly focused RFP response tool, providing structured, predefined workflows specifically built around proposal generation. In contrast, Cassidy is a powerful, contextual AI automation platform designed to dynamically adapt to your unique enterprise processes, far beyond just RFP responses.

Cassidy not only accelerates RFP responses but automates complex, context-driven workflows across sales, customer support, operations, HR, and beyond. Loopio’s rigid structure may speed up repetitive proposals but lacks adaptability, restricting its usefulness for enterprises with specific needs for the RFP processes.

Feature Comparison

Feature Cassidy Loopio
Automation Approach ✅ Contextual, AI-driven workflows tailored to unique processes ❌ Rigid, predefined proposal workflows only
AI Flexibility ✅ Adaptive AI that learns and evolves dynamically ❌ Static AI limited to content retrieval and reuse
Customization ✅ Fully customizable automation based on your unique needs ❌ Limited customization; forces users into preset formats
Real-time AI Assistants ✅ Interactive AI assistants embedded in Slack, Teams, Chrome ❌ No interactive AI; basic platform-based content retrieval
Knowledge Integration ✅ Unified knowledge base usable across multiple business functions ❌ Siloed RFP-specific content not accessible enterprise-wide
Enterprise Onboarding ✅ Dedicated onboarding, ongoing training, and personalized support ❌ Limited onboarding focused solely on proposal teams

Contextual AI Automation vs. Static Content Lookup

Cassidy’s AI-powered automation goes far beyond simple content retrieval. Its contextual AI understands and dynamically adapts to your business processes, continuously improving workflows by extracting information, generating context-aware responses, and automating complex tasks end-to-end.

Loopio’s automation is essentially limited to suggesting previously stored answers from its content library. This static approach requires significant manual upkeep and struggles to handle non-standard or complex RFP scenarios, often forcing users back into tedious manual work.

Custom Workflows Tailored to Your Enterprise

No two businesses handle proposals or processes the same way. Cassidy recognizes this and provides highly customizable AI workflows precisely adapted to your company’s specific requirements. You can define your processes, tone, and even AI behavior, creating workflows that perfectly match your operational style.

Loopio, however, restricts teams to predefined structures. Its limited customization options mean that if your proposals vary significantly, your team might frequently revert to manual interventions, reducing the platform's value.

Unified Enterprise Knowledge

Cassidy’s enterprise-wide knowledge base centralizes your critical business content—whether proposal answers, customer interactions, internal policies, or sales materials—in one intelligent repository. This interconnected knowledge powers all of Cassidy’s automation tools, ensuring consistency and continuous improvement.

Loopio’s knowledge management is isolated to RFP-related content, creating data silos and limiting your enterprise’s ability to leverage insights across different departments or workflows.

Interactive AI Assistants Where You Work

Cassidy embeds intelligent, interactive AI assistants directly into Slack, Microsoft Teams, Chrome browsers, and web applications. This enables employees across your enterprise to access real-time, contextual support seamlessly within their daily workflow.

Loopio provides no interactive AI assistance outside its own interface, restricting content lookup and limiting employee engagement and accessibility.

Scalable AI for Enterprise Teams

Cassidy prioritizes scalable enterprise adoption with comprehensive onboarding, dedicated account management, ongoing training, and personalized support. This approach ensures quick implementation, team-wide adoption, and continuous optimization across various business units.

Loopio’s onboarding and scalability are limited strictly to proposal teams, with minimal ongoing support or adaptability to broader organizational needs.

Cassidy: The AI Platform Built for Your Entire Business

Loopio offers efficiency strictly within rigid, predefined proposal workflows. Cassidy, however, delivers expansive, contextual AI automation that adapts to your unique processes, breaks down knowledge silos, and supports dynamic, enterprise-wide workflows. Cassidy represents the smarter long-term investment, equipping your business for success beyond RFPs.

Ready to unlock the full potential of AI-driven automation?

Book a Demo today and experience the Cassidy difference firsthand.

Announcing Cassidy’s $3.7M Fundraising
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Announcing Cassidy’s $3.7M Fundraising

About us

Overview

LLMs created a new era of automation. While previous workflow automation platforms could only automate tasks with basic if/then logic, LLMs unlocked complex reasoning in natural language.  

However, the quality of LLM outputs and decisions is highly dependent on the specific context they’re given. Insufficient, disorganized, or outdated data can cause AI to respond inconsistently (or even hallucinate), making it hugely unreliable for business automation. Enter: Cassidy. 

Cassidy is a more intelligent automation platform that makes every decision with full context on your business. 

How it works: Cassidy’s knowledge base connects to your company’s existing knowledge tools (Slack, Notion, Drive, etc.) and automatically cleans, prepares and keeps your business’s data up-to-date. It removes the concept of “one-size-fits-all” logic and instead allows your team to reliably build powerful AI workflows that make complex, human-level decisions, all with a nuanced understanding of your company. 

Cassidy was built for both non-technical and technical users, making effective AI automations accessible to teams of all shapes and sizes. Today, we’re thrilled to announce our $3.7 million funding led by The General Partnership, Neo, Comma Capital, Spacecadet Ventures, Ride Ventures, and angels like Erik Goldman (Co-founder of Vanta), Jason Dorfman (CEO of Orum), Zach Sims (CEO of Codecademy). We closed our round in November 2023 and have been growing fast...

What makes Cassidy’s automations ‘intelligent’

Companies typically want to consolidate their tooling, and since Cassidy's workflows are tailored to how a business operates, it works ‘intelligently’ in a few different ways: 

It gets smarter with more interactions

Cassidy’s automations improve over time. Each interaction cites its sources, allowing you to verify and exclude specific information through human-in-the-loop processes. This transparency ensures your data remains accurate and up-to-date. As more interactions occur, Cassidy’s performance is refined, incorporating added context and prompt adjustments to continually enhance the system’s reliability.

It understands your business

Cassidy connects with all knowledge tools (Slack, Sharepoint, Confluence, etc.) to give AI context on your business, customers, competitors, brand voice, and more. It pulls the information in real-time so that it’s constantly up-to-date with what’s happening at your company and in the market. This gives Cassidy human-like judgment, and keeps responses consistent across your entire team.

It’s fully composable software

Cassidy allows teams to quickly build custom AI automations and agents. Companies can tailor the software to how their business operates, designing workflows that match their exact team’s processes. We're creating hundreds of AI action blocks combined with all the leading AI models (all included with your plan) so you can bring your AI tech stack into a unified platform. 

AI that can run asynchronously

Cassidy’s workflows allow you to build automations that run even while you’re sleeping. You can create triggers from hundreds of different tools to automate tasks automatically. Because our AI runs with specific guardrails and the full context of your company, you can trust it to perform reliably without needing a human in the loop.

Built for teams of all shapes and sizes

We're making AI automations accessible to teams of all sizes and skill sets. To stay ahead in the age of AI, automation is no longer optional—everyone needs to be able to build out automations. Cassidy is designed to make it incredibly easy for non-technical teams to use and build complex automations. We offer a library of pre-made workflows and a simple text-to-workflow creation process. For more technical teams and granular use cases, Cassidy has the flexibility to add code and prompt engineering. Cassidy also has enterprise-grade permissioning and security that you can trust to keep your data private and encrypted. You can set advanced user-level permissions for your automations and knowledge data to keep your data secure. Learn more about our security (including compliance with SOC II) at trust.cassidyai.com

Cassidy in the real world 

We started Cassidy a little over a year ago and are continuously blown away by our customers’ creativity, from startup founders automating responses to RFPs to global public companies automating their sales enablement flows for 12k+ companies. Some use cases to spotlight: 

RVezy is a leader in online RV rentals that built a suite of sales enablement and customer success automations. Since their business model and ideal customer persona are incredibly nuanced, they couldn’t rely on typical if/then logic or scoring criteria to prioritize and respond to customers. The team embedded Cassidy into their workflows to automate customer support triaging, handle chargeback disputes, and draft replies with highly nuanced context. These automations understand RVezy’s business inside-out and make high-context judgments for each ticket trained on thousands of previous support inquiries.

“Cassidy allows us to be much more proactive in addressing critical customer complaints - automatically escalating issues to a manager who can solve customer problems quickly

E78 Partners, a leading advisory firm, utilizes Cassidy's AI automations for research and knowledge transfer across teams. They've built automations that are hyper-personalized to support industry research and client facing projects.

"Cassidy personalizes its AI tools to know our business, clients, and industries better than any other AI-enabled company. Across the board, our team is obsessed with using Cassidy as a copilot to refine solutions, research external industry insights, streamline knowledge transfer across teams and find creative ways to automate the day-to-day monotonous tasks."

Lexer, a customer data platform, generates responses to RFPs in minutes. Their team created an AI workflow that extracts questions from documents, searches their knowledge base for answers, then writes a thorough response in Lexer’s brand voice.

“I never thought I’d be able to automate responding to our RFPs until I found Cassidy. It was incredibly easy to connect my tools, and helps us respond 3x faster to customers so we can close more deals.”

What’s next

At Cassidy, we believe AI is going to become more and more embedded into how companies operate, starting with automations. If what we’re building resonates, check out our many open roles at cassidyai.com/careers 👈

Cassidy vs n8n
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Cassidy vs n8n

About us

AI Automation Platform Comparison

Today, stitching together integrations isn’t enough. Teams need automation that actually have human-level judgement: saving time, reducing complexity, and boosting productivity through AI. Two platforms often mentioned in this space are cassidyai.com and n8n.io. While both can help automate workflows, there’s a lot that is not possible with any other tool than Cassidy.

Check out the table below for a quick comparison, then read on to learn why Cassidy stands out for true AI-powered automation.

Feature / Capability Cassidy n8n.io
Core Focus AI-driven automations and assistants General workflow automation
Built-in AI ✅ Yes, native AI at the core ❌ No, requires external AI integration
Knowledge Base ✅ Yes, organizes & secures docs, powering AI ❌ No, must stitch content sources manually
AI Assistants ✅ Yes, ready-to-use for Sales, Support, etc. ❌ No, user must craft custom bots via external AI
Ease of Use for Non-Tech Teams ✅ Very user-friendly, no-code interface ⚠️ Somewhat technical; visual workflow builder
Replace/Enhance Existing Tools ✅ Can handle tasks like RFPs, lead enrichment, support triaging ❌ Mostly connects apps; limited AI content generation
Security & Access Control ✅ Granular permissioning & Collections for knowledge segmentation ❌ Limited user-level permissions; relies on hosting/security setup
Integrations ✅ Growing library (Slack, Teams, CRMs, Chrome extension) ✅ Wide range, though less AI-focused
Ideal User Business & enterprise teams seeking AI-powered automation Technical teams building custom data connections

AI-Driven vs. General Automation

The biggest difference? Cassidy is built for AI-first automation, while n8n.io simply adds AI as an option.

n8n.io is a general workflow tool—it moves data, triggers tasks, and connects apps. AI isn’t embedded; it’s something you manually add by configuring external APIs like OpenAI, setting up prompts, and managing responses. It’s flexible, but requires technical work to make AI useful.

Cassidy, by contrast, has AI built into every workflow. Its Knowledge Base gives AI instant access to your company’s data, so automations don’t just run—they understand, generate content, and improve over time. AI in Cassidy isn’t an add-on; it’s the foundation of how the platform works.

If you need AI-powered automation that works immediately—without complex setup—Cassidy is the clear choice.

Cassidy is Built for Non-Technical Users—n8n.io is Not

Unlike n8n.io, which requires technical setup, Cassidy is built for anyone to create AI-powered workflows—no coding, no APIs, no complexity.

With Cassidy, non-technical teams can build their own AI-driven tools, whether it’s:
Submitting an RFP and having Cassidy generate responses automatically
Creating AI-driven sales outreach with contextual lead insights
Automating customer support with AI that understands and responds

These workflows aren’t even possible in n8n.io without heavy technical work. n8n.io is a developer tool, requiring manual setup and API connections, while Cassidy lets anyone build intelligent automations in minutes.

Knowledge Base as the AI Foundation

Cassidy’s Knowledge Base isn’t just a document store—it’s what makes its AI powerful. Every workflow and AI Assistant learns from and contributes to your business data, meaning automations get smarter over time.

In contrast, n8n.io doesn’t have a knowledge base. You can connect it to data sources, but each workflow step has to manually fetch and process information—nothing is remembered or optimized automatically. This means AI in n8n lacks context and must be reconfigured whenever you want it to "know" something new.

With Cassidy, AI instantly understands your business and improves with every interaction.

Workflows: Embedded AI vs. AI as an Add-On

The way Cassidy and n8n handle workflows isn’t just different—it completely changes what’s possible with automation.

With Cassidy, AI isn’t just a step in the workflow—it’s embedded into every part of it. Each workflow can access and contribute to the Knowledge Base, meaning automations don’t just execute tasks, they learn and improve over time. For example, if Cassidy automates a customer support response, it doesn’t just pull data—it updates the Knowledge Base with new insights so that future responses are even more accurate.

In n8n.io, AI is always external. Every step that needs intelligence must call an outside AI model, wait for a response, and store data separately. This slows down workflows and requires manual upkeep.

With Cassidy, workflows become smarter with time—n8n workflows stay static. If you want true AI-powered automation, Cassidy delivers intelligence at every step.

AI Assistants: More Than Just Workflows

Not every task needs a workflow. Sometimes, a real-time AI assistant is better—and Cassidy is the only platform that offers both.

Cassidy’s AI Assistants can be deployed in Slack, Teams, Chrome, embedded in apps, or accessed via API. These assistants help teams instantly—answering questions, generating responses, and pulling data from your Knowledge Base in real time.

Examples:

  • Slack and Teams Assistant: Instantly answers sales, support, or HR questions using company knowledge.
  • Chrome AI Assistant: Reads webpages, drafts emails, and summarizes content while you work.

n8n.io doesn’t offer assistants at all. If you wanted something similar, you’d need to manually build a chatbot, integrate AI, and set up custom API calls—a major technical lift.

With Cassidy, you get workflows + real-time assistants, so you can choose the best tool for the job.

Critical user-level permissions for Enterprises

When enterprise leaders consider automation tools, security and granular permissioning often top the list of requirements. Cassidy places heavy emphasis on this, offering advanced user-level permissions, plus the concept of “Collections” in its knowledge base. Collections let you compartmentalize data so that certain teams only have access to the relevant documentation. Even Cassidy’s AI assistants can be restricted to certain Collections, preventing them from ever pulling data they’re not authorized to see.

n8n.io, in contrast, has limited built-in security. While self-hosting is an option, managing user access, permissions, and data controls is left to the business—requiring extra setup and maintenance.

For companies that need tight security and AI-driven automation, Cassidy is the enterprise-ready solution.

Replacing vs. Connecting Tools

With Cassidy, teams often find themselves replacing or consolidating software solutions. Because the platform can draft proposals, reply to support tickets, and even manage entire AI-driven processes, it reduces the need for multiple point solutions. For example, a Cassidy workflow might handle an RFP from end to end: extracting questions from a spreadsheet, generating responses based on past proposals, and compiling everything into a final document for review. The same platform can then integrate with your CRM to enrich new leads, or automate sentiment-based ticket triaging for your support team.

N8n, while powerful at linking different apps into multi-step workflows, doesn’t intrinsically generate content or function as a knowledge repository. Instead, it’s best at connecting tools you already use—perhaps orchestrating that data across Slack, CRMs, or email. If your primary goal is to unify third-party services in custom sequences, n8n is a viable option. But if you’re looking to outsource entire tasks to AI—like drafting detailed documents or summing up complex data sets—Cassidy offers a more direct path.

Why Cassidy for AI Automation?

Enterprises need more than just triggers and actions; they need intelligent processes that tap into business knowledge, interpret context, and communicate seamlessly across departments. Cassidy is designed for exactly that. Its user-friendly, no-code environment ensures that even non-technical teams can harness AI power, backed by secure, granular permissioning to protect sensitive information. Most importantly, Cassidy doesn’t just handle tasks—it excels at producing context-driven content and responses, often replacing entire tools your team currently relies on.

For businesses that primarily need custom data pipelines or already have a robust AI strategy in place, n8n.io is a capable workflow builder. However, if your organization wants to run full-fledged AI automations—and do so quickly, without the hassle of stitching together multiple AI services—Cassidy is the stronger, more future-proof choice.

Ready to experience Cassidy firsthand? Book a demo today to see how an AI-first automation platform can unify knowledge, streamline processes, and transform the way your teams work.

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Access to the top models

Cassidy includes the top 5+ leading AI models.

Assistants

Intelligent assistants personalized to your team.

Workflows

Automate tasks with custom, data-driven workflows.

Chrome extension

Cassidy at your fingertips with browser extensions.

No model training

Unlike ChatGPT, Cassidy never trains with your data.

Knowledge Base

Centralized intelligence for smarter automation.