All blog posts

Cassidy vs Microsoft Copilot: AI Automation vs Microsoft 365 Assistant

Index

Cassidy and Microsoft 365 Copilot both bring AI assistance to the workplace, but they differ significantly in scope and approach. Cassidy is an AI-native automation platform designed to integrate AI into diverse workflows across an entire business, while Microsoft 365 Copilot functions as an assistant within Microsoft’s suite of apps (Word, Excel, Outlook, Teams).

While Copilot is useful for enhancing productivity within Microsoft tools, Cassidy goes further by enabling cross-platform workflows, providing AI model flexibility, and offering enterprise-level support. Below is a comparison of how Cassidy and Microsoft Copilot stack up across key areas:

Feature Cassidy Microsoft Copilot
AI Flexibility ✅ Supports multiple AI models (GPT-4, Claude, Gemini) ❌ Locked to Microsoft’s OpenAI model
Workflows & Automation ✅ No-code AI-driven workflows spanning multiple tools ❌ In-app assistance only, no cross-platform automation
Integration Scope ✅ Connects with 100+ tools, including Slack, CRMs, and ticketing systems ❌ Primarily for Microsoft 365 apps, limited third-party integrations
Enterprise Scalability ✅ Organization-wide AI deployment and admin control ❌ Designed for individual users within Microsoft apps
Onboarding & Implementation ✅ Dedicated support, training, and white-glove onboarding ❌ Self-service setup, minimal implementation support

AI Flexibility: Multiple Models vs. Single Model

Cassidy offers extensive AI flexibility. It supports multiple AI models, including OpenAI’s GPT-4, Google’s Gemini, and Anthropic’s Claude. This allows organizations to choose the best AI for different tasks and future-proof their automation as better models emerge.

Microsoft Copilot, on the other hand, is locked into Microsoft’s chosen OpenAI model. Users have no control over the AI provider and must rely solely on the models Microsoft decides to deploy. This lack of flexibility can limit performance in specific use cases where another model might be a better fit.

Workflows & Automation: Multi-Step vs. In-App Only

Cassidy enables true end-to-end AI-powered workflows across multiple tools and steps. Its no-code workflow builder lets users create AI-driven automations that take action across apps, process data, and even trigger real-time alerts. For example, Cassidy can read an incoming email, analyze its content, update a CRM, and notify the right person in Slack—all in one seamless process.

Microsoft Copilot, however, is limited to acting within individual Microsoft 365 apps. It assists with tasks like writing emails in Outlook or summarizing documents in Word but does not offer full automation across tools. Microsoft’s Copilot Studio allows for some custom Copilot assistants, but these are largely confined to Microsoft’s ecosystem and require developer setup.

Integration Scope: Diverse Tools vs. Microsoft-Only

Cassidy connects with over 100+ third-party applications, including CRMs, ticketing systems, knowledge bases, and communication platforms like Slack and Teams. It integrates deeply with both Microsoft and non-Microsoft tools, ensuring seamless automation across an organization’s full tech stack.

Microsoft Copilot, by contrast, is designed primarily for Microsoft 365 users. It works well within the Microsoft suite but has limited or no native integration with third-party tools like Slack, Google Drive, or external CRMs. This lack of connectivity makes it difficult to implement AI-driven workflows outside of Microsoft’s ecosystem.

Enterprise Scalability: Organization-Wide vs. Individual Use

Cassidy is built for enterprise-wide deployment, allowing teams to create AI assistants and workflows that span across departments. Its centralized Knowledge Base ensures that AI-powered automations pull from company-wide data, maintaining accuracy and consistency. Admins can manage access, enforce security policies, and customize AI responses for different teams.

Microsoft Copilot is primarily a personal assistant within Microsoft apps, meaning it functions on a per-user basis rather than being centrally managed for an organization. Any attempt to extend its capabilities across teams would require significant developer effort and remain constrained within the Microsoft environment.

Onboarding & Implementation: Hands-On vs. Self-Service

Successfully implementing AI tools in an enterprise requires more than just software—it requires expert guidance, training, and ongoing support to ensure adoption and success. Cassidy provides a white-glove onboarding experience, working directly with each organization to build, customize, and integrate AI solutions effectively.

When you adopt Cassidy, you get:

  • A Dedicated Account Manager – Your team is assigned a Cassidy AI expert who helps design AI assistants and workflows tailored to your business needs. This ensures your AI solutions align with your processes and deliver real impact from day one.
  • Team Training Sessions – Cassidy provides hands-on training to help teams in sales, marketing, support, and operations seamlessly integrate AI into their workflows. This ensures that AI adoption happens smoothly across departments, not just in isolated pockets.
  • Weekly Office Hours – Cassidy hosts live Q&A sessions where customers can get expert advice, troubleshoot challenges, and explore new use cases for AI within their business.
  • Private Slack Support – A direct line of communication with Cassidy’s team, allowing customers to ask questions, request features, and receive real-time assistance whenever they need it.

This high-touch support model ensures that organizations don’t just buy AI tools—they successfully implement them and maximize their value.

By contrast, Microsoft Copilot follows a self-service onboarding approach. While Microsoft provides documentation, FAQs, and standard admin guides, there is no dedicated onboarding or personalized implementation support. If an organization needs additional guidance, they may have to work with third-party Microsoft partners at an extra cost. This means that adoption relies heavily on internal IT teams to configure Copilot and train users, which can slow down AI implementation—especially for enterprises looking to scale AI across departments.

Final Thoughts: Why Cassidy Stands Out

Microsoft 365 Copilot is a useful personal productivity tool within the Microsoft suite, helping with writing, summarizing, and task management inside apps like Word and Outlook. However, it lacks true AI-powered workflow automation and is restricted to Microsoft’s ecosystem.

Cassidy, on the other hand, enables end-to-end AI automation across your entire tech stack. It integrates with multiple tools, supports multiple AI models, and allows enterprises to build custom workflows that adapt to their specific needs. With hands-on onboarding, admin controls, and broad AI flexibility, Cassidy is the better choice for businesses looking to deploy AI across departments and tools.

Ready to see how Cassidy can automate your workflows? Book a demo today.

Share online

Page URL

Read more posts

See all articles
 10 Ways Your Sales Team NEEDS to Be Using AI Right Now
Read more

10 Ways Your Sales Team NEEDS to Be Using AI Right Now

AI models

The future of sales is not a distant vision; it's unfolding in real-time, driven by AI's capability to refine and personalize every interaction.

At Cassidy, we're at the forefront of this evolution with contextual automation—a method that doesn't just look to the future but actively shapes the present. By leveraging this technology, sales teams today must embrace AI not only to keep pace but to lead in an already transformed market.

Our platform ensures your sales strategy is not just reactive but proactive, turning every sales challenge into an opportunity. Let's delve into how AI is already making a difference, in the sales world, and how tools like Cassidy can help you every step of the way.

Prepare and Research Meeting Invitees Before Sales Calls

Walking into a sales call unprepared is no longer an option. Cassidy’s AI-powered workflows ensure your team is equipped with detailed, actionable insights about meeting invitees before every call. This workflow does the heavy lifting for you by gathering data like company overviews, recent company news, and detailed information about the invitees.

Cassidy’s AI even dives into LinkedIn profiles to provide a comprehensive look at the organization and its stakeholders. All this information is compiled into a shareable document that can be accessed by your entire team, ensuring everyone is aligned and prepared. Plus, it integrates seamlessly with your calendar tools, so you have everything ready to go before the meeting starts.

For example, before a call, Cassidy can provide a summary of the prospect’s recent achievements or challenges, helping your team tailor the conversation and demonstrate value from the first interaction. It’s an all-in-one preparation tool that sets your sales calls up for success.

Deal Tracking Efficiency

Sales teams often struggle with the time-consuming task of sifting through vast amounts of data to find relevant customer information. That's where Cassidy's workflows come in, allowing you to pull up all the details on a customer or a deal in just seconds, thanks to AI.

This feature enables you and your team to instantly search through records, helping to get right to the point, personalize your approach, and keep the sales process moving smoothly. It's like having a super-efficient assistant dedicated to making your life easier.

For example, before calling a client, you can quickly search for their name in the system. Within seconds, you'll have access to their purchase history, recent interactions, and any notes from previous meetings, allowing you to tailor your conversation effectively.

Find Key Decision-Makers to Multithread Sales Deals

Finding the right decision-makers can be the difference between closing a deal and letting it slip away. Cassidy’s simplifies the process by identifying key stakeholders and influencers within a target organization.

Instead of manually researching or guessing who holds decision-making power, Cassidy analyzes CRM data, email communications, and external sources to provide you with a clear map of key players. This enables your team to craft targeted messages that resonate with each stakeholder, streamlining the sales process.

For example, if a deal involves multiple departments, Cassidy highlights which contacts to prioritize and how to address their specific concerns. This insight empowers your team to build stronger connections and accelerate deals without unnecessary delays.

Automatically Enrich New Leads

Finding and understanding new leads can be a daunting task, often requiring extensive research to gather all the necessary details. With Cassidy's AI, this process is automated, allowing you and your team to instantly enrich new leads with relevant information.

By integrating with various data sources, Cassidy's workflows automatically add valuable insights like job titles, company details, and contact information to your CRM. This feature ensures that when you engage with a new lead, you're equipped with a comprehensive profile, enabling more personalized and effective outreach.

For instance, when a new lead enters your system, instead of manually searching for their background, the AI enriches their profile, providing you with the context to tailor your communication, thereby improving conversion rates and enhancing your sales strategy's efficiency.

Streamline Team Responses with Verified Answers

Consistency and accuracy are crucial when responding to client questions, especially during RFP processes. Cassidy’s Answer Hub ensures that your team always delivers approved, verified responses to common queries, saving time and boosting credibility.

This feature centralizes all your organization’s approved answers in one place, making it easy for reps to find and share the right information instantly. No more scrambling to verify details or waiting on approvals—Cassidy’s AI ensures that everyone on your team is aligned.

So if you're ever in a situation where a client requests specific technical details or compliance information, reps can quickly search the Answer Hub to pull up the correct response, ensuring accuracy and consistency in their communication. This not only speeds up the sales process but also builds trust with clients, showing that your team is organized and dependable.

Automatically Transcribe, Save, and Query Meeting Notes

After a sales meeting, capturing and organizing notes can be time-consuming, often leading to missed insights or follow-up opportunities. Cassidy's AI simplifies this by automatically transcribing, saving, and enabling you to query meeting notes.

This feature ensures that all discussions, decisions, and action items from your meetings are recorded without manual effort. You and your team can then easily search through these notes for specific details or follow-ups, enhancing your ability to recall important points and personalize future interactions.

For example, post-meeting, the AI transcribes the conversation, saving it in your system where you can later ask for information like "What was the client's concern about pricing?" or "What follow-up was promised?" This automation not only saves time but also ensures that no detail is lost, making your sales process more organized and responsive.

Create Personalized Cold Emails that Stand Out

Cold emails are only effective when they feel anything but cold. Cassidy’s AI leverages LinkedIn insights, CRM data, and other sources to create hyper-personalized emails that capture attention and increase response rates.

The workflow analyzes key details about your prospect, like their role, company updates, and recent achievements, and crafts tailored outreach messages that feel authentic. For example, instead of sending a generic “just checking in” email, Cassidy generates a message that highlights the recipient’s recent LinkedIn activity or a relevant company milestone, positioning your sales team as informed and relatable.

Even better, Cassidy’s AI ensures these personalized emails are ready to send with minimal effort, saving your team valuable time while maintaining a high-touch approach. With smarter, data-driven outreach, you can turn cold leads into engaged prospects.

Personalize Sales Meeting Follow-Up Emails

The follow-up after a sales meeting can make or break the relationship. Cassidy’s AI ensures every follow-up email feels thoughtful, relevant, and timely, keeping the momentum going with your prospects.

This workflow uses meeting notes, CRM data, and insights from the conversation to draft tailored emails that highlight key discussion points, address objections, and outline next steps. For example, if pricing was a concern during the meeting, Cassidy’s AI suggests a follow-up email that includes a breakdown of value-add features or a link to relevant case studies.

The tool also automates the process, saving your sales team time while maintaining a high level of personalization. With smarter follow-ups, Cassidy helps your team stay top-of-mind and move deals forward faster.

Auto-Completing Security Questionnaires

Navigating through security questionnaires can be a significant hurdle in finalizing sales, often requiring extensive time and expertise to complete accurately. With Cassidy's AI, this process is streamlined, enabling you and your team to auto-complete these questionnaires with ease.

By integrating with your existing security documents, knowledge base, and other resources, Cassidy's workflows automatically fill in the answers, ensuring compliance and accuracy. This feature turns what could be a laborious task into a swift operation, allowing you to focus on closing deals rather than paperwork.

For example, when a new security questionnaire is required, instead of manually searching for responses, the AI quickly pulls the necessary information, completing the form in seconds. This efficiency not only speeds up the sales process but also reduces the risk of errors, making your sales cycle smoother and more secure.

Give Sales Team the Ability to Answer Technical Questions

Handling technical questions doesn’t have to be exclusive to engineers or IT specialists. Cassidy’s AI bridges the gap by enabling non-technical support and sales reps to confidently answer complex technical inquiries.

This feature pulls from your company’s existing knowledge base, integrating seamlessly with tools like Notion, Jira, Confluence, and internal wikis to provide accurate, approved responses in seconds. For example, when a prospect asks a detailed question about product integration or security protocols, Cassidy’s AI suggests the right answer instantly, saving time and preventing delays.

This workflow also ensures responses are aligned with RFP standards and company-approved language, reducing the risk of errors or miscommunication. By equipping your team with these tools, Cassidy enables everyone to contribute to technical discussions without requiring deep expertise, improving responsiveness and fostering trust with prospects.

Use Cassidy to help boost your Sales Performance

Ready to see how Cassidy can transform your sales strategy, streamline workflows, and help your team close deals faster? Start your journey with Cassidy today and experience the future of sales firsthand. Try for free today

Cassidy vs n8n
Read more

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.

Contextual Automation: The Next Chapter of AI
Read more

Contextual Automation: The Next Chapter of AI

AI models

Picture an AI system that doesn’t just answer questions or move data around, but truly understands what it’s doing. 

It knows your brand policies, notices patterns in text, pulls the right documents when needed, and takes meaningful actions — all without you writing a single line of code.

That’s contextual automation, and it’s at the heart of what Cassidy is building.

Let’s explore what contextual automation is, why it’s different from old-school automation, and how Cassidy brings it to life in a way that feels both futuristic and easy to grasp.

What is Contextual Automation?

Traditional automation often relies on simple triggers: “When X happens, do Y.” This works well when you’re dealing with neat, structured data — like updating spreadsheets or sending emails. But modern businesses deal with messy, unstructured information, such as emails, chat logs, PDFs,  and policy documents. 

These sources don’t follow a tidy format, and they can hide key details in plain text.

Contextual automation takes things further by letting AI read and interpret that unstructured data. Instead of just passing it along, the system understands why it matters. It can cross-reference facts from documents, product specs, or internal policies, then take the right action without requiring you to manually dig through it all.

Advantages of Contextual Automation 

Contextual automation improves two things: the speed at which you access information and your ability to act proactively. With accurate, up-to-date insights available in seconds, your team can make better decisions and achieve outcomes faster.

Context-Driven Actions
Cassidy goes beyond simply sharing data. It understands the context and takes the right actions, whether that means drafting a response, sending timely updates, or verifying that you’re being compliant. 

Empowering Your Team
Our workflows are essentially going to act as virtual agents, offering valuable insights and context for your employees. Whether you need background information on a video call participant, detailed company reports, or alerts on competitor activity, there are different ways to help your team get their job done faster and more efficiently. 

Built for Everyone
You don’t need technical expertise or prior knowledge of AI to set up powerful workflows with Cassidy. Every department can benefit from contextual automation. If you’d like to see some examples, explore the dozens of templates on our use-case page and see how easy it is to get started.

Why Standard Automation Falls Short

Old-school tools shine with structured tasks. If you want to copy data from one cell to another, they work great. But they tend to break down when handling open-ended or ever-changing content. 

Most of them weren’t built for large volumes of text, making them blind to the deeper context hidden in emails or documents.

They also struggle to chain multiple AI steps together. Many platforms offer a simple “AI step” to summarize text, but they don’t let you blend knowledge from different sources or apply complex logic. 

That’s where contextual automation stands out: it goes beyond a single prompt, bringing real understanding and multi-step reasoning into the mix.

How Cassidy Makes it Happen

Cassidy’s platform is built to handle these complexities from the start. We combine AI models, knowledge indexing, and no-code workflow design to deliver a seamless experience.

Unified Data Model

All of your information — from PDFs to support centers to spreadsheets — can be indexed in Cassidy’s knowledge base. If the AI needs to confirm any kind of policy, it can jump right to the correct section of your policy document. If it’s summarizing a support ticket, it can also review past chats for context.

Multi-Step AI Workflows

Rather than relying on a single rule, Cassidy chains multiple AI actions into a seamless workflow. Let’s say you want a full picture of a new lead and an updated lead score in your CRM as soon as their email lands in your inbox. 

Cassidy starts by gathering the basics, like name and email, then enriches the profile with insights from LinkedIn and the company’s online presence. Next, it calculates a lead score with a brief explanation and updates your CRM, all in one smooth, connected flow. Every step builds on the last, ensuring your team receives a complete, context-rich lead profile that’s ready for action.

No-Code Building Blocks

We offer drag-and-drop “building blocks” for tasks like sentiment analysis, text comparison, or drafting replies. You snap these pieces together to form custom workflows that match your needs. This makes it easy for non-technical users to build advanced automations without learning to code.

Flexible and Future-Ready

As AI evolves, Cassidy evolves too. If a new large language model comes out, you can plug it into your existing workflows. That means your automations can keep improving without needing a total rebuild.

Real Possibilities with Contextual Automation

Contextual automation isn’t just for one team or department. It can reshape how entire organizations handle their day-to-day operations. Here are a few examples:

Sentiment and Policy Checks
Have the AI scan user comments or support tickets, then compare them to your policies. If certain keywords suggest an urgent issue, it can draft a response or alert the right person — all in real time.

Smarter Knowledge Base Searches
Save your employees countless hours by making all your information easy to access. Instead of having to manually search through vast knowledge resources, Cassidy scans your data to quickly pull together the best answers and present them in clear, plain language.

Live Document Review
Whether it’s a contract or a compliance form, Cassidy reviews your documents by cross-referencing them with your guidelines or any instructions you may have. It quickly identifies potential issues or discrepancies, reducing human error and speeding up the review process.

Task Routing with Context
When a new ticket arrives, the system examines its content, references relevant documents, then sends it to the right department with a suggested plan of action.

Where Contextual Automation Is Headed

AI is moving fast, and contextual automation opens the door to even bigger possibilities. Large language models are gaining the ability to handle longer and more detailed text. They’re also getting better at reasoning, remembering past conversations, and adapting as new data comes in.

Adaptive Learning
Workflows will watch how users respond and automatically improve their logic over time.

Multi-Model Strategies
Different AI models might be used for different steps — one for drafting content, another for fact-checking. Cassidy is built to let you combine models as you see fit.

Custom AI Agents
Imagine having an AI “co-worker” who speaks your brand’s language, knows your product lines, and aligns with your unique processes. Giving you all of the accurate and most up-to-date information possible. 

Enhanced Oversight
As AI grows more powerful, tools for auditing and tracking decisions will also advance, keeping everything accountable and transparent.

Embracing Contextual Automation with Cassidy

The idea of software that truly understands your operations has been a dream for years. Now, with contextual automation, it’s reality. Instead of juggling countless tools that handle only fragments of your workflow, you can unify everything under one AI-driven system that references all the context it needs.

Cassidy is leading the charge by creating a no-code platform that ties AI reasoning together with real-world tasks. If you’ve ever wondered how to automate those “complicated” processes that involve lots of back-and-forth or too many documents to count, we’re here to help you make it simple.

Join us in shaping the future of AI

Check out we bring contextual automation to life. Whether you’re a small team looking to scale everyday tasks or a large enterprise aiming to handle massive volumes of information, our approach adapts to your needs.

Welcome to the next chapter of AI — where automation does more than just shuffle data. It thinks, it interprets, and it delivers truly contextual results. That’s the promise of contextual automation, and we can’t wait to see how you’ll use it. Sign up for a free demo today.

See all articles

Start building AI tools in minutes

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.