Cassidy vs. Glean

Customer support teams face countless challenges every day: handling high ticket volumes, answering tough questions, and maintaining meaningful interactions across platforms. It’s a high-pressure job that requires efficiency, adaptability, and tools that work as hard as they do.

With all the stress and mental energy it takes to juggle these challenges, AI can be a powerful partner for support teams. Not a replacement, but a trusted resource that works alongside you and your team. By handling the heavy lifting, AI allows support teams to focus on what they do best: building connections and delivering great customer experiences.

In this blog, we’ll show how Cassidy equips support teams to tackle key enablement tasks — streamlining processes, building impactful resources, and delivering exceptional customer experiences.

Clear Out Tickets With On-Demand Answers to Questions

High ticket volumes are every support team’s nightmare. Maybe it’s a bug that’s disrupting users, or an unexpected outage that sends panic through your customer base.

Whatever the cause, tickets pile up fast, and your team is left trying to triage the chaos. Everyone’s scrambling to prioritize the most pressing issues, but with so many demands coming in at once, it’s easy for important requests to fall through the cracks.

You don't want to get to a point where customers get frustrated, agents feel burned out, and the pressure only mounts.

In moments like these, teams do their best: manually assigning tickets, answering repetitive questions, and leaning on internal experts for technical issues. It works for a while. But when volumes spike, manual processes slow things down, agents lose time searching for answers, and the team struggles to keep up.

This is where AI can make all the difference.

Cassidy takes the pressure off by drafting accurate, context-rich replies to customer emails and support tickets automatically. Powered by your knowledge base, it ensures every response is not only timely but also reliable. From answering common questions to tackling more complex issues, Cassidy equips your team with the tools to stay ahead of mounting tickets, delivering thoughtful solutions that keep customers happy and operations running smoothly.

How else can Cassidy help you clear out tickets

• Triage smarter, not harder: Prioritize tickets based on urgency, sentiment, and complexity to keep critical issues front and center.
• Support agents in real-Time: Provide instant, accurate answers from your documentation to help resolve technical issues faster.
• Chrome extension to help with responses: Use Cassidy’s AI-powered assistant directly in your browser to draft replies and access critical information without ever switching tabs.

Ticket surges are inevitable, but they don’t have to overwhelm your team. By combining human expertise with AI-powered support, Cassidy ensures that even the busiest times are manageable, allowing your team to stay calm, focused, and ready to deliver the quality service your customers deserve.

Compile All Information From Your Support Center

No matter how experienced your support agents are, they’re bound to face tricky questions that require digging through resources for answers. A customer might ask about an edge-case bug, a rarely used feature, or a complex integration. When agents can’t find the information they need quickly, the delay adds frustration — for both them and the customer.

Traditionally, teams handle this by leaning on engineers or internal experts for help.

While this can work in a pinch, it’s not scalable.

Agents lose valuable time chasing down answers, customers are left waiting longer, and the overall efficiency of your support operation takes a hit.

This is where Cassidy steps in to bridge the gap. Instead of leaving agents to fend for themselves or rely on others, Cassidy pulls real-time, accurate information from your technical documentation, knowledge base, and other resources.

Whether it’s troubleshooting steps or product-specific guidance, Cassidy ensures agents have the answers they need—instantly. By turning scattered information into actionable insights, Cassidy empowers your team to resolve even the toughest customer inquiries with confidence and speed.

Ways Cassidy can help centralize your knowledge base.

• Provide Instant Access to Documentation: Cassidy draws from your technical resources in real-time, giving agents the information they need without delays.
• Create a Centralized Knowledge Hub: Consolidate scattered resources into a single, AI-accessible system so your team can find answers faster.

This means your team spends less time searching for answers and more time focusing on meaningful customer interactions. And as Cassidy learns from your existing processes, it continues to improve, providing even better support over time.

With Cassidy, your support team is no longer bogged down by the hunt for information. Instead, they’re equipped with the tools and insights they need to work smarter, handle complex issues with ease, and deliver an exceptional experience every time.

Creating Personalized Communication That Sound Like Your CS Team

Customers expect more than just fast responses—they want interactions that feel personal and relevant. Whether it’s a follow-up to a support inquiry, an email announcing a new feature, or even outreach on LinkedIn, personalization is what turns a basic interaction into a memorable experience.

Cassidy helps bridge this gap by equipping teams with the tools to craft personalized communications that feel human—without requiring hours of manual effort. From pulling key details like customer history and preferences to generating dynamic, context-aware messaging, Cassidy ensures every interaction feels authentic and on point.

Imagine announcing a feature update to your customers. Instead of sending a one-size-fits-all email, Cassidy can help you tailor messaging based on each customer’s previous interactions, product usage, or company size.

The result? Emails that resonate with your audience and make them feel seen. Or consider LinkedIn outreach—Cassidy can suggest personalized introductions that align with a client’s professional background and needs, ensuring your outreach stands out in a crowded inbox.

How Cassidy Supports Personalized Customer Interactions:

• Dynamic Messaging for Any Channel: Generate tailored emails, chat responses, or outreach messages based on customer data.
• Comprehensive Customer Insights: Pull from past interactions, product usage, and preferences to inform your communication strategy.
• Consistency Across Platforms: Ensure your team’s voice and tone stay aligned, whether reaching out via email, LinkedIn, or chat.

Personalization doesn’t have to feel forced—or time-consuming. With Cassidy’s support, your team can create meaningful, tailored interactions at every stage of the customer journey, building stronger relationships and driving deeper engagement, one message at a time.

Endless Use-Cases for CS 

Customer support is about more than solving problems — it’s about fostering trust, delivering value, and enabling teams to thrive. Cassidy helps support teams achieve this by streamlining workflows, enhancing customer interactions, and providing tools to create impactful resources.

Whether it’s crafting personalized emails, generating FAQs, or pulling actionable insights from existing data, Cassidy empowers teams to focus on what matters most.

With seamless integration into your existing tools and features like real-time AI assistance, Cassidy centralizes information and simplifies processes. Agents can respond faster, create better enablement materials, and maintain consistent, high-quality interactions across every touchpoint.

Plain and simple: why Cassidy stands out:

• Effortless Content Creation: Turn documentation into FAQs, training guides, and more with minimal effort.
• Tailored Customer Messaging: Personalize communication for emails, outreach, or tickets to build stronger connections.
• Integrated Workflows: Bring tools together to provide agents with immediate context and actionable insights.
• Streamlined Onboarding and Training: Train new customer support hires with Cassidy as their AI copilot, providing instant access to knowledge bases and tools to help them get up to speed faster.

Cassidy is designed to help your team work smarter, not harder, making customer support more efficient.

Ready to transform your approach to support enablement? Start your free trial today.

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.

Feature Comparison

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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.

AI Automation Platform Comparison

Today, stitching together integrations isn’t enough. Teams need automation that actually has 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 tool other 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.

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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 actually utilize AI.

Cassidy, by contrast, has AI built into every workflow. Its Knowledge Base gives AI instant, secure access to your company’s data. This means that 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 with 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 asks for human approval before responding

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, while 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 by answering questions, generating responses, pulling data from your Knowledge Base in real time, and so much more.

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 which requires 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 permissions 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 permissions 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.