Cassidy vs. Loopio

Research doesn’t have to be an expensive, manual, time-consuming process anymore.

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With Cassidy’s Research Agent, you get real-time, continuous access to the web until it finds the precise answers you need, delivering up-to-date, accurate information quickly and effortlessly.

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Whether you’re after business insights or competitive data to fuel your growth strategy, this tool ensures you get the exact information you’re looking for — no manual research required. 

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Unlike tools like ChatGPT, which handle individual queries, Cassidy’s solution is designed for repeatable, in-depth research. It continuously gathers, processes, and aggregates live web data, making it far more powerful for automating complex tasks that drive business decisions.

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If you’ve been spending hours on research or relying on tools that fall short, it’s time to save both time and money with this powerful solution. 

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Ready to see how it can transform your workflow? Let’s dive in

Simplifying research with limitless reach

Research Agent scours the internet to retrieve real-time data tailored to your needs. Whether you’re conducting in-depth analysis or verifying key information, it eliminates manual effort and helps you make faster, more informed decisions.

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At its core, Research Agent combines custom queries, autonomous web scraping, data analysis, and customizable output options. Here’s how it works:

• Custom Instructions: You define exactly what data you're looking for—whether it’s competitive insights, verifying a company’s online presence, or gathering the latest news. This gives you complete control over the research process.
• Autonomous Web Scraping: The tool automatically scans public online sources like websites and databases, saving you hours of manual searches. It can’t log into private accounts but uses public-facing data to gather insights. For example, you could input a company domain, and Research Agent would analyze accessible websites and compile a list of competitors for you.
• Data Processing and Confidence: After collecting the data, it’s analyzed and presented with confidence scores, detailed reasoning, and a step-by-step breakdown of how the results were gathered. You’ll be able to trust the data and understand exactly how it was sourced.
• Customizable Output: The results are delivered in a format that fits seamlessly into your workflow, allowing you to quickly act on the insights you’ve gathered. Whether you're generating reports, conducting competitive analysis, or validating information, the output is flexible and designed to meet your specific needs.

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As Research Agent continues to evolve, new templates and features will be added, enhancing its research capabilities and allowing you to tackle even more complex tasks.

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For more details, check out this overview video: 

Our pre-existing templates can already help you work magic 🪄

We've created a range of pre-built templates available to simplify common research tasks, helping you get started right away.

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These templates handle tasks such as:

• Gathering Company and Competitor Information
• Analyzing Company ICP and Positioning
• Finding Company's Social Media Profiles
• Identifying Person Names from Work Email Addresses
• Locating Company Executives and Founders
• Searching for Company Competitors
• Verifying Domain Status
• Finding Company Customers
• Getting Company 10-K Reports

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These templates allow you to quickly gather relevant data without having to build workflows from scratch. Whether you’re searching for key contacts or analyzing competitors, the templates are designed to make your job easier.

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But the real advantage comes from customization. While pre-built templates offer convenience, you can design your own workflows tailored to your specific needs. Whether you're automating a series of unique tasks or gathering insights for a highly specialized project, you can create workflows that match your exact requirements.

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By designing custom templates, you not only save time but also open the door to automating complex tasks. This flexibility allows you to streamline operations, make more informed decisions, and focus on using the data to fuel business growth.

Applying Research Agent's insights for your business

The data gathered by Research Agent can be used across different areas of your business to make smarter, more strategic decisions.

• For Sales: Detailed insights on potential customers, including their company background and key contacts, allow you to tailor your outreach for maximum impact.
• For Competitive Analysis: Having access to competitor data in real-time enables you to quickly identify market trends, analyze your competitors’ strategies, and adjust your own.
• For Lead Generation: By automating research, you can quickly build lists of high-quality contacts and leads, giving your team more time to focus on outreach.
• For Market Research: Gain access to industry trends and customer preferences to make strategic business decisions faster, putting you ahead of the competition.

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Here's an example of how you can conduct industry research: 

As many departments in your organization are likely spending significant time or money on research tools, we aim to simplify that—while offering you the most accurate, current insights available from across the web.

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Plus, exporting this data is easy.

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With integrations like OneDrive and Word, exporting your data is seamless, allowing you to put research into immediate use. Some integrations work across both Knowledge Base and workflows, such as Slack, making it easy to store data and send notifications where they’re most useful. No matter where your data is headed, outputs are formatted to fit your exact needs.

Experience Cassidy for yourself

Ready to simplify your workflows and make data-driven decisions with ease? Cassidy offers the tools to automate your research and streamline operations across your business. 

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Sign up for a free trial today.

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.  

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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. 

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

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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. 

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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: 

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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.

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“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”

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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.

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"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."

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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.

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“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 👈

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.

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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 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.