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Contextual Automation: The Next Chapter of AI

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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.

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What are Cassidy credits?
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What are Cassidy credits?

About us

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!

The Two Paths to Integrating AI in your Business
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The Two Paths to Integrating AI in your Business

AI models

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.

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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