Top insights to automate your business with AI

Overview

While both Cassidy and ChatGPT Enterprise utilize AI to enhance productivity, they serve distinctly different purposes. Cassidy is a robust, contextual AI automation platform designed to create custom workflows, integrate deeply into your existing tools, and leverage multiple AI models. ChatGPT Enterprise functions primarily as a standalone conversational chatbot built exclusively around OpenAI’s models, lacking deep workflow automation or extensive integrations.

Cassidy provides enterprises with adaptable AI solutions that scale across business units, ensuring contextually intelligent automation tailored specifically to your workflows.

Feature Comparison

Flexible AI Models vs. Single Provider Limitation

Cassidy allows your business to leverage multiple leading AI models, ensuring that you always have access to the best tool for the job. ChatGPT Enterprise restricts users to OpenAI’s proprietary models only, significantly limiting your flexibility and potentially future innovation.

Workflow Automation, Not Just Conversations

Cassidy empowers enterprises with comprehensive workflow automation, seamlessly linking multiple business tools and processes to perform tasks end-to-end without human intervention. ChatGPT Enterprise lacks automation capabilities, serving only as a conversational assistant without any capability for task automation or execution across multiple apps.

Integrated AI Assistants vs. Isolated Chat Experience

Cassidy's custom AI assistants integrate seamlessly into everyday business platforms like Slack, Microsoft Teams, and Chrome, delivering contextual support and real-time actions. In contrast, ChatGPT Enterprise offers a closed interface without built-in external integrations, restricting AI interactions to basic conversational exchanges within its own environment.

Centralized Enterprise Knowledge Management vs. Fragmented Storage

Cassidy provides a unified enterprise-wide knowledge base that continuously updates and enriches the context available to your entire organization, ensuring accuracy and relevance. ChatGPT Enterprise’s knowledge storage is ephemeral, restricted to individual sessions, and lacks permanent enterprise-wide knowledge management.

Dedicated Enterprise Support vs. Generic Onboarding

Cassidy offers personalized, white-glove onboarding, dedicated account management, and comprehensive training, ensuring your enterprise successfully adopts and scales AI across teams and processes. ChatGPT Enterprise provides general self-service onboarding with limited personalized support, potentially hindering widespread adoption.

Cassidy: The Smarter Enterprise AI Solution

ChatGPT Enterprise is suitable for standalone, conversational interactions, but Cassidy offers a far more powerful, scalable, and contextual AI solution designed specifically for enterprises. With its extensive integrations, multi-model flexibility, robust workflow automation, and enterprise-grade knowledge management, Cassidy empowers your business to fully harness the potential of AI across your entire organization.

Discover how Cassidy can elevate your enterprise workflows by booking a demo today.

Overview

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

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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.

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:

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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.

Automation has evolved beyond simple “if this, then that” workflows. Cassidy is an AI-native automation platform built for teams that need automation with human-like judgment, not just predefined app connectors. By embedding AI at every level, Cassidy can understand context, make decisions, and even interact with users as an assistant.

Make.com, on the other hand, is a traditional visual workflow builder that treats AI as an external add-on. Users can connect AI services via API modules, but AI isn’t an intrinsic part of every workflow. While Make.com excels at connecting apps in complex scenarios, it lacks built-in AI capabilities like memory or autonomous decision-making.

For enterprise decision-makers, this difference is critical. Below, we compare Cassidy and Make.com across key areas.

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Embedded Intelligence vs. "Add-On" AI

Cassidy has AI built into every workflow, making it seamless to analyze data, generate content, and take intelligent actions. Workflows can process unstructured information, reference a knowledge base, and make decisions without needing manual API calls. AI is deeply embedded, meaning users don’t have to configure prompts or external services for each step.

Make.com treats AI as an optional add-on. To use AI, you must manually insert an API call (e.g., OpenAI) into a workflow, manage API keys, and configure prompts. There’s no native memory or knowledge retention, so workflows don’t improve over time. AI in Make is an external tool, not a core part of automation.

AI Assistants – Interactive AI vs. Static Workflows

Cassidy offers real-time AI assistants that integrate into Slack, Teams, and Chrome. These assistants can answer questions, generate responses, and automate tasks based on context. A sales assistant can draft personalized outreach, while an IT assistant can troubleshoot employee requests—all within chat.

Make.com does not have AI assistants. It is focused on background workflows and lacks an interface for employees to interact with AI in real-time. While you could trigger workflows from Slack, Make provides no built-in AI agent that understands context or remembers past interactions.

Enterprise Scalability – Built for Large Organizations

Cassidy is enterprise-ready with SOC 2 Type II compliance, SSO, granular permissions, and access controls. AI can be restricted by role, ensuring security across departments. Its infrastructure is designed for scalability and compliance at an enterprise level. Visit our trust center here.

Make.com, while growing in enterprise features, lacks SOC 2 Type II certification and has simpler role-based permissions. It is well-suited for team-based automation but requires additional governance setup for large-scale deployments.

AI-Driven Flexibility vs. Predefined Workflows

Cassidy lets teams build AI-powered workflows that adapt dynamically. AI can process data, make decisions, and adjust workflows on the fly. Enterprises can use different AI models (GPT-4, Claude) and fine-tune outputs, creating intelligent automations that improve over time.

Make.com is a powerful visual workflow builder but lacks AI adaptability. Workflows require predefined logic, meaning users must manually configure every step. AI cannot influence decisions without external scripting, making automation more rigid.

Use Cases – Where Cassidy Delivers More Value

Cassidy enables AI-powered automation that goes beyond simple workflows, making it ideal for:

• RFP Automation: AI reads documents, finds relevant answers, and drafts responses using past knowledge.
• Sales & Marketing Copilots: Assistants research prospects, summarize insights, and generate personalized outreach.
• Customer Support AI: AI triages support tickets, drafts responses, and escalates urgent issues in real time.
• HR & Compliance Automation: AI reviews policies, answers employee questions, and ensures regulatory compliance.

Make.com is best for structured app integrations, such as syncing CRM records, sending notifications, or processing simple data flows. AI is an enhancement, not a core function.

Choosing the Right Automation Platform for Your Enterprise

Cassidy is designed for enterprises that need AI-powered workflows and assistants that evolve with their business. Its AI is deeply embedded, making automation more intelligent, adaptable, and scalable.

Make.com is an excellent tool for building structured workflows, but its AI capabilities are limited to external API calls. For enterprises looking to automate complex, AI-driven processes, Cassidy is the more future-proof investment.

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.

Most RFP tools, like Responsive (formerly RFPIO), follow a rigid structure that helps teams fill out questionnaires and manage proposal content. However, no two RFP processes are the same. Cassidy takes a different approach by allowing teams to build custom AI-powered workflows tailored to their exact needs. This flexibility extends beyond RFPs to sales enablement, customer support, and other business functions.

Instead of locking teams into a fixed system, Cassidy adapts to how your team works and ensures AI-powered automations get smarter over time. With Cassidy, RFP automation is just one piece of a larger AI strategy. Your knowledge base fuels multiple workflows, including drafting sales emails, triaging support tickets, and enriching CRM data. Rather than siloing knowledge across different AI tools, Cassidy keeps everything in one system, making it easier to scale automation across the entire organization.

Here is a breakdown of how Cassidy and Responsive compare and why a flexible AI platform is the smarter investment for enterprises.

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AI That Adapts to Your Workflow, Not the Other Way Around

Every company handles RFPs differently, yet many tools take a one-size-fits-all approach. Responsive is designed around structured proposal workflows that help teams quickly fill in responses using an existing content library. This speeds up the process but follows a predefined structure, requiring teams to work within a set system.

Cassidy takes a more flexible approach. Instead of following a fixed template, Cassidy allows teams to customize every part of the process. AI-generated responses, workflow steps, and automation rules can all be tailored to match the unique way each team operates. Whether automating RFPs, summarizing documents, or handling customer support inquiries, Cassidy adapts to your specific needs.

With Cassidy, AI becomes a true automation engine that evolves with your business. Teams can:
✅ Customize AI outputs to ensure responses match their brand and tone
✅ Choose from multiple AI models like GPT-4 and Claude for different types of tasks
✅ Build workflows that combine AI-powered data extraction, analysis, and response generation

Responsive is built for proposal teams, while Cassidy offers a broader AI-powered automation platform that scales across multiple workflows. For enterprises looking to expand AI beyond RFPs, Cassidy provides a more flexible and future-proof solution.

AI Assistants vs. Lookup-Based AI

One of the biggest differences between Cassidy and Responsive is how teams interact with AI.

Cassidy provides fully customizable AI Assistants that can be trained for any specific task. Whether acting as a content copilot that ensures responses are in your exact brand voice or an AI that automatically replies to emails for your sales team, Cassidy’s Assistants adapt to each team’s needs. They can be embedded in Slack, Microsoft Teams, Chrome, CRMs, and more, allowing employees to ask questions, generate content, or complete tasks instantly. Unlike rigid chatbots, these Assistants understand context, pull from company knowledge, and take action in real time.

Responsive’s AI works more like a smart lookup tool. Instead of a free-form assistant that users can chat with, Responsive’s AI is designed to retrieve RFP content when proposal managers need it. When working on an RFP, the AI searches the content library, suggests relevant answers, and can auto-fill responses. This makes it useful for quickly handling repetitive questions, but it doesn’t function as an AI assistant that can handle broader business tasks.

While Responsive’s AI is embedded in the RFP process, it lacks the flexibility of Cassidy’s Assistants, which can be custom-built for different roles and deployed across multiple workflows. Whether teams need a sales AI to draft outreach emails, a support bot to answer customer FAQs, or a compliance assistant to review policies, Cassidy provides the AI-powered copilots that teams can rely on every day.

Enterprise Knowledge: A Smart System for All AI Tools, Not Just RFPs

AI is only as powerful as the knowledge it can access. Cassidy gives enterprises a single, centralized knowledge base that connects documents, wikis, CRM data, and support tickets to power multiple AI-driven workflows. Instead of siloing data across different AI tools, Cassidy lets teams build and deploy AI assistants for sales, support, operations, and more, all pulling from the same up-to-date system.

Responsive’s knowledge is built only for RFPs. Its Content Library stores past responses and approved Q&A pairs, ensuring accuracy for proposals but limiting its usefulness elsewhere. Other teams can’t easily repurpose this data, forcing companies to rely on separate tools for sales emails, customer support, and internal workflows, creating more silos instead of reducing them.

With Cassidy, knowledge isn’t just stored, it is actively used to automate processes across teams. Enterprises can quickly spin up new AI tools without rebuilding from scratch, making AI smarter, more consistent, and easier to manage at scale.

Choose AI That Grows With Your Business

Cassidy is built for enterprises that want AI-powered automation across multiple teams and workflows, not just RFPs. It provides the flexibility to build custom AI assistants and workflows that scale with your organization, ensuring knowledge stays connected and automation gets smarter over time.

Responsive is a strong choice for companies that need a structured tool specifically for RFPs, proposals, and sales questionnaires. However, if your goal is to consolidate AI efforts, avoid data silos, and automate more than just one function, Cassidy offers a more powerful and future-proof solution.

Overview

Cassidy and Glean serve different purposes in the enterprise AI space. Cassidy is an AI automation platform that executes multi-step workflows, while Glean is primarily an enterprise search tool designed to help teams find and retrieve information.

The biggest difference? Cassidy doesn’t just find information—it takes action. Whether automating RFP responses, triaging support tickets, or generating approvals, Cassidy applies AI to automate real work, while Glean focuses on retrieving knowledge across enterprise systems.

Here’s a quick feature comparison:

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Cassidy: AI That Works For You

Cassidy isn’t just about surfacing information—it’s about automating work. It can:

• Draft & process RFPs in seconds, pulling from company knowledge.
• Triage and route support tickets automatically, reducing workload.
• Enrich and update CRM records, helping sales teams move faster.
• Generate personalized emails, reports, and summaries with real business context.

With no-code workflow automation, teams can deploy Cassidy quickly for immediate value—no IT-heavy setup required.

Glean: Search, Not Automation

Glean specializes in enterprise knowledge retrieval, making it easy for employees to find information across wikis, emails, and files. It’s designed to:

• Reduce internal support tickets by giving employees self-service answers.
• Help new hires get up to speed by centralizing company knowledge.
• Improve decision-making by surfacing relevant reports and past work.

Glean’s AI-powered search is fast and accurate, but it doesn’t automate tasks or workflows—users still have to take action manually.

Speed of Deployment: Quick Wins vs. Heavy Rollout

• Cassidy: Deploy in days, not weeks, by targeting a single high-impact use case (e.g., automating customer support responses or drafting proposals). AI assistants and workflows can be embedded directly into Slack, Teams, and email without deep integrations.
• Glean: Requires indexing the entire organization’s data before it’s useful. Companies must integrate Glean with all tools and set up permissions before employees can start using it.

Cassidy delivers value immediately, while Glean is a long-term IT investment.

Automation Workflows vs. AI Agents

• Cassidy: Users build clear, step-by-step workflows—for example, analyzing an incoming request, updating a system, and drafting a response—all automatically. It’s predictable, structured automation that businesses can rely on.
• Glean: Introduces AI “Agents”, which attempt to dynamically generate workflows on the fly based on broad user goals. While promising, this approach lacks fine control and predictability, making it less suited for critical business processes.

Enterprise Readiness & Security

Both platforms meet enterprise security standards, including SOC 2 compliance and strong access controls.

• Cassidy provides role-based access and data privacy controls, ensuring AI assistants only access relevant information.
• Glean enforces strict user permissions, making sure employees only see data they are authorized to access.

While both platforms prioritize security, Cassidy is faster to implement without requiring full company-wide data integration.

Who Should Use Cassidy vs. Glean?

Use Cassidy if you need:

✔️ AI-powered workflow automation that acts, not just retrieves data
✔️ Fast, no-code deployment for targeted automation use cases
✔️ Real-time AI Assistants in Slack, Teams, and Chrome
✔️ Automations that replace manual tasks like RFPs, support triaging, and CRM updates

Use Glean if you need:

✔️ Enterprise-wide search to help employees find existing knowledge
✔️ A centralized knowledge hub that connects to all your company’s data sources
✔️ AI that retrieves information but doesn’t take action

Final Thoughts: Why Cassidy Wins

Glean is a powerful knowledge retrieval tool, but Cassidy goes further—using AI to actually get work done. If your goal is to automate business processes, reduce manual effort, and deploy AI-powered workflows quickly, Cassidy is the clear choice.

Ready to see Cassidy in action? Book a demo today.

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Overview

Automation has evolved beyond simple “if this, then that” workflows. Cassidy is an AI-native automation platform, built for teams that need automation with human-level judgment—not just rule-based triggers. Zapier, on the other hand, is a traditional automation tool designed to connect apps with simple workflows.

While Zapier is great for basic, repetitive tasks, Cassidy takes automation further by infusing AI into every workflow, integrating deeply with business knowledge, and enabling non-technical users to build advanced automations.

Here’s a quick comparison of Cassidy vs. Zapier:

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AI Integration: Built-in AI vs. “Add-on AI”

Cassidy is AI-first, meaning every workflow uses intelligence at its core. Whether automating sales outreach, drafting RFP responses, or summarizing customer inquiries, Cassidy’s AI understands context and makes informed decisions—just like a human would.

Zapier, on the other hand, treats AI as an add-on. You can add AI as a step in a Zap (e.g., sending data to OpenAI), but AI isn’t natively built into workflows. It’s an external tool you have to configure and integrate manually.

Cassidy makes AI a seamless part of automation, while Zapier simply calls AI when told to.

Cassidy is No-Code & Built for Non-Technical Users

One of the biggest differences between Cassidy and Zapier is who can use it.

• Cassidy is designed for non-technical users. Anyone—sales teams, support reps, marketers—can build and customize AI-powered workflows without writing code.
• Zapier is better suited for technically inclined users. While it offers a simple interface, more advanced automations require complex setup, API configurations, and manual logic building.

For example:

• In Cassidy, a sales rep can automate lead enrichment, and Cassidy will research a prospect, pull insights, and generate a personalized outreach email.
• In Zapier, you’d have to manually connect multiple apps, trigger API calls, and piece together responses with no contextual understanding.

If you want a platform that empowers every team member to build their own AI-driven automations—without waiting on developers—Cassidy is the clear choice.

Automation Logic: AI-Powered vs. Rigid “If-Then”

Zapier follows a strict “if this, then that” model. Every Zap follows a predefined sequence: if a condition is met, a specific action happens. While this works for repetitive tasks, it doesn’t adapt to complexity.

Cassidy enables flexible, AI-driven workflows. Instead of following a fixed set of rules, Cassidy’s automation:

• Understands context and makes real-time decisions
• Learns and improves over time
• Handles complex, text-based tasks that traditional automation tools can’t

For example, Cassidy can automatically process and respond to RFPs, pulling from historical proposals to generate accurate answers. This simply isn’t possible in Zapier.

AI Assistants: Cassidy Provides Real-Time AI, Zapier Doesn’t

Cassidy doesn’t just run background workflows—it also provides real-time AI Assistants that work inside your favorite tools.

• Slack & Teams Assistants – Employees can ask Cassidy questions, pull reports, and get AI-driven insights without leaving chat.
• Chrome Assistant – AI that can analyze webpages, summarize information, or draft content in real time.
• Embedded AI Assistants – Add Cassidy’s AI into your existing apps via API or UI embeds.

Zapier has no AI assistant functionality. It runs in the background, but users can’t interact with AI in real time. If you need AI that works inside the tools you already use, Cassidy is the only option.

Security & Enterprise Scalability

For businesses with security and compliance needs, Cassidy is built for enterprise use.

• SOC 2 Type II, SSO, and granular permission controls
• Knowledge Base permissions so AI can only access authorized data
• Built to scale across teams, with centralized security settings

Zapier, on the other hand, is designed more for individuals and small teams. It offers team accounts, but lacks Cassidy’s granular security controls, making it less ideal for large enterprises with strict compliance needs.

Who Should Use Cassidy vs. Zapier?

Use Cassidy if you need:

✔️ AI-powered automation that understands context
✔️ No-code, enterprise-ready automation for non-technical teams
✔️ Real-time AI Assistants for Slack, Teams, and Chrome
✔️ Advanced security, scalability, and compliance

Use Zapier if you need:

✔️ Simple, rule-based automation for moving data between apps
✔️ A personal productivity tool for repetitive tasks
✔️ A lightweight solution for basic workflows

Both platforms serve different needs. If you need true AI-powered automation that can handle complex workflows and scale across your organization, Cassidy is the better choice.

Final Thoughts: Why Cassidy Wins

Zapier is a great tool for basic, trigger-based automation, but it wasn’t built for AI-first workflows. If you want automation that thinks, learns, and adapts, Cassidy is the future.

Cassidy doesn’t just move data—it automates the impossible. Ready to see it in action? Book a demo today.

Overview

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.

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 👈

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.

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

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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.

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.

Sales isn’t just about charm and persistence anymore—it’s about being equipped with the right tools to work smarter, not harder.

Today’s sales teams face mounting pressures: tight deadlines, information overload, and the constant need to stay one step ahead of the competition. If that sounds familiar, you’re not alone.

Enter sales enablement.

It’s more than flashy tools or a stack of PDFs; it’s about creating a framework that empowers reps at every stage of the sales process. From crafting data-driven strategies to closing deals faster, effective enablement ensures teams have what they need to thrive.

But what if your tools could do more than support your strategy? What if they could actively optimize it?

That’s where artificial intelligence changes the game.

By integrating AI-driven solutions like Cassidy, sales teams can operate leaner, streamline processes, and focus on what matters most: closing deals.

Whether it’s automating research, scoring leads, or drafting personalized outreach, Cassidy ensures every part of the enablement journey is faster, smarter, and more cost-effective. Here's how AI can help you at every part of a sales journey.

Identifying and Qualifying Leads

Every sales journey begins with finding the right prospects, but not all leads are created equal. Wasting time chasing low-value leads can drag down even the most experienced sales teams. This is where precision in lead qualification becomes essential — and where Cassidy’s AI-driven lead scoring takes the spotlight.

Quick Refresher: Why Lead Qualification Matters
For enterprise sales teams, efficient lead qualification is the difference between spinning wheels and driving revenue. By zeroing in on prospects with the highest likelihood of conversion, your team can:

• Focus on what matters: Spend less time chasing dead ends and more time building relationships with high-value prospects.
• Shorten the sales cycle: Well-qualified leads tend to move through the pipeline faster.
• Boost conversion rates: Targeted efforts lead to better outcomes, improving your bottom line.

How Cassidy’s AI Supports Lead Qualification

Cassidy leverages advanced AI to analyze vast amounts of data—historical deals, engagement trends, and company profiles—to provide a dynamic lead score.

We integrate seamlessly with your CRM, delivering real-time updates that keep your team ahead of the game.

With Cassidy’s agents doing the heavy lifting, salespeople are empowered to focus on what they do best: building relationships and closing deals.

Here’s how Cassidy enhances lead qualification:

• Dynamic Lead Scoring: Evaluate prospects in real-time using historical data and engagement patterns.
• Seamless CRM Integration: Syncs directly with your CRM to keep data fresh and actionable.
• Automated Research: Gathers and analyzes prospect information, eliminating manual tasks.
• Customizable Scoring Models: Tailor lead evaluation criteria to fit your unique sales process.
• Real-Time Updates: Provides instant feedback as new data comes in, ensuring your team stays agile.

Using Cassidy means your team spends less time qualifying leads and more time closing them.

This shift not only streamlines operations but also enhances your team’s ability to hit targets consistently. When every second counts, Cassidy ensures your sales process is as efficient and impactful as possible.

Streamlining Research and Prep

Sales isn’t just about having the right prospects—it’s about understanding them. But research can be one of the most time-consuming parts of the process, often pulling reps away from selling. Between digging through company profiles, market trends, and competitor insights, valuable hours slip away.

Quick Refresher: Why Efficient Research Matters
For enterprise sales teams, thorough research is the foundation of a successful pitch. Without it, even the best strategies can falter. Here’s why research efficiency is a game-changer:

• Better conversations: Tailored insights lead to more engaging, impactful discussions.
• Stronger positioning: Knowing your prospect’s challenges and market landscape helps you stand out.
• Time savings: Automating routine research frees up time for strategic selling.

How Cassidy’s Research Agent Optimizes Prep

Cassidy’s Research Agent automates the grunt work, delivering key insights directly to your team. It scours market reports, company news, and internal data, then consolidates everything into a digestible format.

Whether it’s preparing for a meeting or understanding a prospect’s business, Cassidy ensures your reps walk in fully armed with the right information.

Here’s how Cassidy enhances research and preparation:

• Automated Competitor Insights: Stay ahead by knowing how your prospects stack up against their competition.
• Customized Prospect Summaries: Get tailored snapshots of each lead, highlighting the most relevant data points.
• Instant Market Trend Reports: Keep a pulse on industry shifts without lifting a finger.
• Real-Time Updates: Ensure your team always has the latest insights before making contact.

By letting Cassidy handle the heavy research, your team can focus on delivering value where it matters most—engaging prospects and driving deals forward. When research takes minutes instead of hours, you’re setting your team up for success.

Personalizing Outreach

In the crowded world of enterprise sales, generic pitches simply don’t cut it. To truly connect with prospects and move deals forward, every interaction needs to feel tailored and relevant. But crafting personalized messages at scale is no small feat—unless you’ve got the right tools in place.

Quick Refresher: Why Personalization Matters
Personalized outreach isn’t just a nice-to-have; it’s essential for driving engagement and building trust. Here’s why it’s critical:

• Increased Engagement: Personalized emails and messages are far more likely to get opened and responded to.
• Stronger Relationships: Tailored communications show prospects that you understand their specific needs and challenges.
• Higher Conversion Rates: Prospects are more likely to take the next step when they feel the pitch is designed just for them.

How Cassidy Scales Personalization

Cassidy leverages AI to make personalization effortless. By analyzing key data points—like industry, company size, and recent interactions—Cassidy generates custom messaging that resonates with each prospect. No more copy-pasting templates or spending hours tweaking emails.

Here’s how Cassidy transforms your outreach strategy:

• Tailored Email Templates: Generate personalized emails at the click of a button, saving time without sacrificing quality.
• Industry-Specific Recommendations: Provide insights and solutions that speak directly to a prospect’s industry pain points.
• Behavior-Based Follow-Ups: Automatically adjust messaging based on how prospects engage with your content.
• Consistent Tone and Branding: Ensure every message aligns with your company’s voice, creating a seamless experience.

With Cassidy, your team can deliver personalized outreach at scale, building stronger connections and moving deals through the pipeline faster. Time spent on crafting the perfect message becomes time spent closing the next deal.

Accelerating the Sales Cycle

In enterprise sales, time is everything. The longer a deal lingers in the pipeline, the greater the risk of losing it to a competitor or internal delays. To stay ahead, sales teams need to move quickly, keeping momentum high and bottlenecks low.

Quick Refresher: Why Speed Matters
A fast-moving sales cycle isn’t just about efficiency—it’s about maximizing opportunities and reducing risks. Here’s why speed is essential:

• Reduce Churn Risk: The faster a deal progresses, the less chance prospects have to second-guess or disengage.
• Increase Deal Volume: Shorter cycles mean your team can close more deals in the same timeframe.
• Maintain Prospect Momentum: A seamless, fast process keeps prospects engaged and excited about your solution.

How Cassidy Speeds Things Up

Cassidy removes the common roadblocks that slow down sales cycles. By automating time-consuming tasks like RFPs, contract generation, and compliance document prep, Cassidy helps your team keep deals moving without sacrificing accuracy or quality.

Here’s how Cassidy accelerates the sales cycle:

• Automated Proposal Generation: Create polished, customized proposals in minutes.
• Streamlined Contract Reviews: Generate contracts with pre-approved clauses to avoid legal bottlenecks.
• Pre-Filled Compliance Documents: Reduce back-and-forth with automated, error-free forms.
• Real-Time Task Management: Ensure every step of the process is completed on time with automated reminders and updates.

With Cassidy powering your sales cycle, deals close faster, and your team stays focused on what’s next. When speed meets precision, you gain a competitive edge that keeps your pipeline flowing.

Closing Deals Faster

Everything in sales ultimately leads to one goal: closing the deal. It’s the final hurdle, and how efficiently your team navigates this stage can make or break your revenue targets. But closing isn’t just about getting signatures—it’s about ensuring every step is smooth, timely, and impactful.

Quick Refresher: Why Closing Efficiency Matters
The closing phase is where all the hard work pays off. Here’s why optimizing this stage is critical:

• Revenue Impact: Faster closes mean quicker revenue realization.
• Resource Optimization: Efficient closings free up reps to focus on new opportunities.
• Customer Satisfaction: A seamless closing process builds trust and sets the stage for long-term relationships.

How Cassidy Helps You Close Deals

Cassidy takes the friction out of closing deals by automating key steps and providing instant access to critical deal information. From streamlining document workflows to enabling real-time collaboration, Cassidy ensures nothing stands in the way of sealing the deal.

Here’s how Cassidy empowers your team during the closing phase:

• Instant Document Prep: Generate contracts, invoices, and closing summaries in seconds.
• Automated Approval Workflows: Get necessary sign-offs without delays.
• Centralized Deal Insights: Provide reps with a complete view of deal history and key touchpoints.

With Cassidy, your team can close deals with confidence, speed, and precision. By eliminating last-minute bottlenecks and ensuring a smooth transition from proposal to contract, Cassidy helps you turn opportunities into wins—faster.

Post-Sale Follow-Up

Closing the deal is only the beginning. In enterprise sales, the post-sale follow-up is critical for nurturing client relationships, identifying upselling opportunities, and ensuring long-term satisfaction. A well-executed follow-up strategy turns one-time buyers into loyal customers and maximizes the value of every deal.

Quick Refresher: Why Post-Sale Follow-Up Matters
The real revenue potential often lies beyond the initial sale. Here’s why post-sale engagement is essential:

• Strengthen Client Relationships: Regular follow-ups show your commitment to their success, building trust and loyalty.
• Uncover Upsell and Cross-Sell Opportunities: Happy clients are more likely to invest in additional products or services.
• Boost Retention Rates: Continued engagement ensures your clients stay with you long-term.

How Cassidy Supports Post-Sale Success

‍Cassidy streamlines the follow-up process, helping your team stay connected with clients without adding extra workload.

By automating routine tasks and providing actionable insights, Cassidy ensures every interaction adds value.

Here’s how Cassidy enhances post-sale engagement:

• Automated Follow-Up Reminders: Never miss a chance to check in or provide additional value.
• Upsell and Cross-Sell Recommendations: Identify opportunities for expanding the relationship based on past behaviors and needs.

With Cassidy, your team can maintain meaningful client relationships that drive long-term success. By staying proactive and informed, you’ll not only secure repeat business but also position your company as an indispensable partner.

Start Using AI to Help With Sales Enablement

From prospecting to closing and beyond, Cassidy empowers your sales team at every stage of the journey. By streamlining workflows, automating time-consuming tasks, and delivering actionable insights, Cassidy ensures your team can focus on what they do best—driving revenue and building lasting client relationships.

Ready to transform your sales process? Start a free trial today! 

There are two primary categories for integrating AI into your business:

1. Boosting Internal Productivity - In other words, figuring out how to make your employees and workflows more efficient, so you can deliver better results faster.
2. Enhancing the Customer Experience - Exploring what you can offer on top of your existing products and services to make your customers even happier.

Focusing on internal productivity will help cut costs, while improving the customer experience will help you earn more.

Internal Productivity

In my view, it’s easier to start with internal productivity. Greater AI adoption within your team or even by yourself will lead to a substantial increase in overall productivity. The right AI strategy will turn everyone in your organization into a top performer.

Of course, figuring out the best AI strategy can be tricky. But, I think it’s important to not overthink it. Just starting to use AI tools and sharing them with your team can pave the way for in-depth AI integration across your organization. It’s crucial for everyone to have that “Aha” moment with AI.

At CassidyAI, we’re all about this mission. While we’re still slowly rolling out early access, we’ve been documenting our process publicly because we believe everyone can benefit from the thinking we’re putting into how to build features that truly speed up internal workflows.

We showcased our plugin feature that allows you to bring an AI assistant, custom-trained for your business, virtually anywhere on the internet. It’s been a game-changer for sales, customer success, and marketing teams.

(Check out the demo here. You can also signup for the Cassidy waitlist here)

The point is this: When integrating AI into your business, consider the workflows and tasks that currently exist and explore how AI could be introduced to enhance them. Never assume AI can't help--even small steps towards incorporating AI eventually become meaningful time savings.

Customer Experience

On the other hand, you can drive significant customer retention and growth by thoughtfully using AI in your products and services. This approach requires creativity, as it is not as simple as purchasing an off-the-shelf solution for internal workflow optimization.

AI-enabled features in your products and services could include personalized recommendations, an AI chatbot, or simple AI features that make it easier for people to use your product. The catch is that these features must be unique to your business.

For instance, Shopify customers struggled to optimize their stores properly, so their AI sidekick was developed to do it automatically. Another example: I recently spoke with a personal trainer who introduced an AI chatbot for fitness-related questions because clients struggled with guidance on days they weren’t seeing the trainer.

When considering AI implementation, think about the biggest pain points for your current customers. Why do people churn? Is something stopping them from using your product or service more often? What are their unmet needs?

It’s within these questions, you’ll find opportunities to enhance the customer experience using AI.

This might be the biggest opportunity in AI right now: take your industry expertise, apply new AI knowledge, and become the AI expert in your industry.

See, a recent McKinsey report stated that AI adoption in the workplace has actually remained stagnant from 2021 to 2023.

I believe that’s because most people have a general understanding of AI, but they have no idea how to use it in their specific industry. There’s a huge opportunity to become the person who shows people how to apply AI to your industry. Focus on teaching use cases actually relevant to their daily work.

The more niche you get, the bigger impact you can have.

How do you become the AI expert in your industry?

First, position yourself as the "AI Person" at your company. Share your learnings and experiments with colleagues and other people in your industry.

There's no shortage of people looking to make their lives easier. Start by helping those around you.

To take it a step further, share your insights online.

You know I love TikTok, but it doesn’t matter which platform you choose. TikTok, LinkedIn, Twitter, Instagram, YouTube, whatever. The steps are simple.

1. Learn about AI
2. Use it in your industry
3. Share online how you’re doing that.
4. Repeat for months-years

If your content is helpful and you do it for long enough, you’ll start to be seen as the AI expert for your industry. You'll have the opportunity to make a significant impact by applying the power of AI to address specific problems within your field.

Remember: every industry needs an AI expert, you can be it.

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.

Cassidy credits are the fuel that powers everything on our platform — from assistants to workflows.

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Each month, based on your subscription plan, you receive a set number of credits. These credits are deducted as you complete tasks — simpler ones use fewer credits, while more complex workflows require more.

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This streamlined approach allows you to manage your usage effortlessly, giving you access to all our AI models without needing multiple API keys or separate subscriptions. There are over 8 models built-in to choose from, including OpenAI, Anthropic, and Google’s latest models.

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In this article, we’ll break down Cassidy credits in more detail, but if you're looking for a high-level overview of Cassidy's credits and pricing, head over to our pricing page.

What are Cassidy credits and how do they work

Cassidy credits are the backbone of how you access and utilize the AI-powered features on our platform. Instead of juggling multiple API subscriptions or worrying about separate charges for each tool, Cassidy credits simplify your experience by acting as a "universal currency." so to speak.

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Each feature, from running workflows to chatting with assistants, pulls from your monthly pool of credits, making it easy to track and manage your usage.

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When you sign up for Cassidy, your plan comes with a set number of credits each month. These credits are deducted as you run tasks on the platform. The more complex the task—like detailed workflows or analyzing large datasets—the more credits it consumes. Simpler tasks, like basic queries or short assistant interactions, use fewer credits.

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Here’s how it works:

• Choose between 8+ models: Depending on the automation, your team might prefer different models for different use cases. For instance, GPT-4o is better at data analysis, while Claude 3.5 Sonnet is better at content writing. As newer and better models get released, we’ll add them directly into Cassidy.
• Task-Based Consumption: Every task you run deducts credits from your monthly allocation, whether it’s small day-to-day tasks or large workflows.
• No API Key Hassle: Usually, accessing AI models across different platforms requires multiple API subscriptions. Cassidy credits simplify that—you pay for one subscription, and your credits cover all features in one place.
• Real-Time Monitoring: Track how many credits you’ve used and how many are left. For teams, credits are shared across your organization.
• Scalable Usage: Whether your needs grow or shrink, Cassidy credits adapt to your usage, ensuring you only use what’s necessary.

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It should also be noted that Cassidy credits do not roll over every month.

What happens if I accidentally go over my Cassidy credits?

We understand that credit usage can vary. If you find yourself running low or going over on credits, reach out to our team. We’ll work with you to find a solution, whether it's a one-time boost or a plan adjustment to better suit your needs — the key thing to note is that we want to work with you.

Couple of quick FAQs about Cassidy credits

Is there a cost per credit?
Rather than charging per individual credit, our pricing model factors in seats, features, support, and other benefits. This helps us provide more value through flexible plans that adapt to your needs.

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Are there any free actions within Cassidy?
Yes, many actions within Cassidy are free and don’t consume credits. These include tasks that don’t require AI, like scraping a webpage or searching the internet. However, integrations with platforms like HubSpot or Salesforce require a subscription tier but won’t consume additional credits once enabled.

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How can I quickly check my remaining Cassidy credits?
You can easily monitor your Cassidy credits by navigating to the 'Credits & Storage' tab in the Organization Settings. This will give you an up-to-date view of your remaining credits and storage usage, helping you plan accordingly.

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Customized plan tailored for your needs

At the moment, our Starter Plan offers 10k credits per month, with access to all of Cassidy’s core features, including unlimited assistants, workflows, and integrations with tools like Slack, Notion, and Sharepoint. This plan is perfect for individuals and teams starting out with AI-powered workflows.

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However, for businesses with more specific needs — whether it's handling larger data volumes, scaling across departments, or needing advanced customization — our Custom Plan may be the right fit.

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With a Custom Plan, you’ll enjoy:

• Custom credits per month: Tailored to match the complexity of your workflows and team size.
• Unlimited assistants and workflows: Automate without restrictions, so your team can scale tasks effortlessly.
• Advanced integrations: Connect Cassidy to internal systems or specialized tools, going beyond standard integrations.
• White-glove setup and onboarding: Get personalized support for a smooth implementation process and hands-on assistance.
• Single Sign-On (SSO) capability: Secure and simplify user access with SSO integration.
• Dedicated AI expert: Work with a dedicated expert to help optimize workflows and maximize efficiency.
• Custom AI training: Receive tailored training to ensure your team makes the most of Cassidy’s features.
• Custom integrations and live syncing: Keep workflows in sync with your essential tools and systems.
• AI ROI reports: Track the benefits and ROI of your AI workflows to see tangible results.

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A Custom Plan is ideal for organizations with more complex needs, offering flexibility and dedicated support as you grow. If this sounds like a good fit for your team, feel free to reach out to explore the best plan for your goals and maximize the value Cassidy can bring.

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How we help save money compared to traditional API subscriptions

With Cassidy, you’re not just getting access to powerful AI tools—you’re also saving money by avoiding the need for separate API subscriptions and costly maintenance. Instead of managing multiple providers, Cassidy brings everything together, bundling a wide range of features into one platform for greater value.

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We take care of the technical complexities—managing services, maintaining integrations, and handling updates—so you can focus on growing your business without worrying about hidden development or maintenance costs. By offering essential AI features and providers in one place, Cassidy helps you streamline your workflow and ensures you get the best performance without the hassle of multiple subscriptions or additional fees.

How many credits are used for typical workflows

If you are using the free trial or starter plan, you will have a limited amount of credits. Understanding how many credits different tasks consume can help you make the most of your Cassidy credits. Here’s a quick breakdown of what to expect for common activities:

• Chats with Assistants: These usually consume between 1 and 30 credits, depending on the complexity of the conversation and the level of detail required.
• Workflows: The credit usage for workflows can vary widely, from 1 to 100 credits, based on the scope and depth of the task. Simple workflows will cost less, while complex workflows involving multiple steps and large datasets will consume more credits.

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These estimates provide a general idea, but the actual credit consumption will vary based on the specifics of your tasks.

What factors influence the amount of credits used?

Several factors determine how many credits a task will consume. Here are some key considerations:

• AI Model: More advanced models require more credits. For basic tasks, simpler models can conserve credits, whereas complex analysis or generation tasks may need a more robust model.
• Token Size: Tasks that involve large inputs or outputs (like longer documents or extended conversations) will require more tokens, which in turn increases the credit consumption. For example, if you’re summarizing a lengthy document, expect to use more credits.
• Knowledge Base Access: Interacting with the knowledge base—whether retrieving information or analyzing existing content—tends to consume more credits. This is because accessing, processing, and analyzing data from the knowledge base can be resource-intensive, especially with large or complex entries.
• Bulk Runs: When you run workflows in bulk, such as processing multiple datasets simultaneously, credit consumption rises significantly. Breaking up tasks or running them in smaller batches can help manage your usage more efficiently.

By considering these factors, you can better estimate credit usage for your tasks and optimize your workflows to make the most of your Cassidy credits.

Tips for maximizing value of your Cassidy credits

While Cassidy credits give you access to powerful AI tools, optimizing how you use them ensures that you get the most value without burning through your monthly allowance. Here are some practical tips to help you stretch your credits further and make the most of Cassidy’s capabilities.

1. ‍Use Smaller AI Models for Simple Tasks
   Not all tasks need the most advanced AI model. For straightforward actions like summarizing text, correcting grammar, or drafting emails, smaller models can get the job done. By using these lighter models, you conserve your credits for more complex workflows.‍
2. Test Workflows with Limited Data First
   When building or testing new workflows, start small. Instead of running the full dataset or more intricate processes right away, try a few steps at a time to make sure everything works as expected. This way, you avoid consuming extra credits on trial runs and can save resources for the final, optimized version.‍
3. Keep Chat Conversations Focused
   When interacting with AI assistants, longer chats consume more credits as the AI retains context from previous messages. Starting a new chat after completing a task will typically use fewer credits. For routine tasks, such as drafting or refining content, non-Q&A assistants can help conserve credits while still delivering quality results.‍
4. Monitor Your Usage Regularly
   Cassidy makes it easy to keep an eye on your credit usage through the dashboard. By regularly checking your credit consumption, you can adjust your workflows and plan for more intensive tasks without depleting your credits prematurely. If your needs grow, consider upgrading to a custom plan for more flexibility.‍
5. Be Strategic with Bulk Runs
   Running workflows in bulk, like processing multiple datasets or documents at once, can significantly increase credit usage. Whenever possible, run workflows in smaller batches or break up larger tasks to avoid overloading your credits.

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By following these tips, you'll ensure that your Cassidy credits go a long way, helping you unlock the platform's full potential while staying within your monthly limits. If you ever find yourself needing more credits, we’re here to help with flexible plans designed to scale with your needs.

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