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What are Cassidy credits?

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

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

Build AI automations that work for you and your company

With Cassidy, you’ve got everything you need to build AI automations that streamline workflows and boost productivity. Our platform adapts to your unique needs, whether you’re a small business or a large enterprise. Sign up for a free trial today!

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Save Thousands of Hours (and Dollars) with Cassidy's New Research Agent
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Save Thousands of Hours (and Dollars) with Cassidy's New Research Agent

AI models

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

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.

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. 

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.

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. 

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.

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.

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.

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.

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

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.

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.

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.

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.

Plus, exporting this data is easy.

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. 

Sign up for a free trial today.

Cassidy vs Microsoft Copilot: AI Automation vs Microsoft 365 Assistant
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Cassidy vs Microsoft Copilot: AI Automation vs Microsoft 365 Assistant

Industry news

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

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

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

AI Flexibility: Multiple Models vs. Single Model

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

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

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

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

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

Integration Scope: Diverse Tools vs. Microsoft-Only

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

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

Enterprise Scalability: Organization-Wide vs. Individual Use

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

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

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

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

When you adopt Cassidy, you get:

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

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

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

Final Thoughts: Why Cassidy Stands Out

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

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

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

Cassidy vs. Loopio
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Cassidy vs. Loopio

About us

AI Automation Platform vs. RFP Response Software

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

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

Feature Comparison

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

Contextual AI Automation vs. Static Content Lookup

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

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

Custom Workflows Tailored to Your Enterprise

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

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

Unified Enterprise Knowledge

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

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

Interactive AI Assistants Where You Work

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

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

Scalable AI for Enterprise Teams

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

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

Cassidy: The AI Platform Built for Your Entire Business

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

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

Book a Demo today and experience the Cassidy difference firsthand.

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