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What is RAG – IA Dictionary

Blog Cover 03 How to make an AI Agent trained with my RAG V3 data

Imagine you have a super-intelligent assistant trained based on all the knowledge available on the internet. However, when it comes to information specific to your business, it may not have direct references. So, how do you overcome this limitation?

One of the most effective ways to improve your assistant's intelligence is to train it with custom data, such as documents, articles, and internal files. 

This technique is known as RAG (Retrieval-Augmented Generation) and allows AI assistants to combine pre-existing knowledge with specific information to provide more accurate and useful answers.

Continue reading to better understand how this approach can transform the use of AI in your business.

How does RAG (Retrieval-Augmented Generation) work?

How does RAG work?

Now that we understand the concept of RAG (Retrieval-Augmented Generation), let's explore how it works in detail. 

Unlike traditional AI assistants that simply generate answers based on previously trained knowledge, RAG searches for information from external sources and combines that data with its prior knowledge to provide more accurate and relevant answers. 

The process can be divided into three main steps:

Ask the AI model

The user asks the AI assistant a question, just as they would in ChatGPT or another traditional chatbot.

Information Search (Retrieval)

The AI assistant queries a specific database, such as PDFs, websites, internal documents, or a business knowledge base. It retrieves the most relevant information to answer the question.

Augmented Generation

With the data retrieved, AI refines and structures the response by combining information from the knowledge base with its own linguistic model. This ensures a contextualized, accurate and relevant response.

This method is highly efficient as it allows AI to provide more personalized responses based on internal data. Additionally, the technology can leverage product documentation, support knowledge bases, and even company policies to ensure accurate and relevant information.

how does rag generation increase work

However, unlike a conventional chatbot, which responds based only on its original training, a RAG model can be constantly updated with new information, without the need for massive retraining.

In other words, this allows the AI to be highly dynamic and evolve progressively as new content is added, ensuring greater accuracy and relevance in responses.

For example, within the NoCode community, we provide assistants that use RAG to answer questions about tools such as make up, Diff, N8N and Bubble.

Furthermore, these assistants have been trained with specific documentation for these platforms, which allows them to provide even more detailed and accurate answers to students, thus facilitating learning and resolving technical queries.

5 Benefits of using RAG

Benefits of using RAG

Now that you understand how RAG works, let's explore the main benefits that this technology can bring to companies and users:

1. More accurate and contextualized responses

RAG enables AI assistants to query up-to-date information in real time, making responses more relevant and detailed.

2. Automation and efficiency

With the ability to access specific knowledge bases, AI reduces the need for constant human support, optimizing time and resources.

3. Continuous learning without the need for retraining

Unlike traditional AI models, which need to be constantly trained and retrained to learn new information, RAG can simply query updated databases.

4. Customization for different businesses

Companies can tailor AI to answer industry-specific questions by training the assistant with technical manuals, internal knowledge bases, and other relevant documents.

5. Applying RAG in customer support

In addition to academic and educational use, companies across a variety of sectors are using RAG to improve customer support.

Imagine a technology company that sells complex softwares. Customers frequently contact support with questions about specific features. 

With an AI assistant trained with RAG, a company can feed the AI with its internal knowledge base, technical manuals, and FAQs. This allows the agent to answer questions accurately and quickly, helping to reduce the need for human intervention and streamline customer support.

How to apply RAG in your business?

Companies from different segments can take advantage of this technology to improve internal processes, customer service and task automation. Below, check out some practical strategies for applying RAG to your business.

1. Identify your company's main needs

Before integrating RAG, evaluate which areas of your business can benefit from this technology. Ask yourself the following questions: 

  • Does customer support receive a lot of repetitive questions?
  • Does your team need to access technical documents frequently?
  • Is there a large database that could be better utilized?
  • Could internal training be optimized with an AI assistant?

2. Choose the right data sources

The great advantage of RAG is its ability to search for information from external sources. To ensure accurate and reliable answers, it is essential to select the best data repositories. Some options include:

  • technical documentation and product manuals;
  • FAQs and internal knowledge bases;
  • articles, research and case studies;
  • structured data from CRMS and ERPS;
  • pdf files, spreadsheets and notion.

3. Integrate RAG with your existing tools

For best results, RAG should be connected to the platforms your team already uses. Some ways to integrate include:

  • Chatbots and virtual assistants: AI trained to answer recurring questions and provide technical support;
  • Management systems (CRM/ERP): AI can access customer data to provide more personalized responses;
  • E-learning and corporate training: intelligent assistants that help employees access learning materials quickly;
  • E-commerce and customer service: chatbots that check inventory, return policies and product recommendations.

4. Evaluate and optimize 

Implementing RAG doesn’t end with the initial setup. It’s essential to monitor AI performance by analyzing metrics such as:

  • response accuracy rate;
  • user satisfaction;
  • reduction of service time;
  • most frequently asked questions and opportunities for improvement.

With this information, you can improve the AI database and ensure that the answers become increasingly accurate.

Conclusion

Whether it’s to improve customer support, automate processes or optimize internal knowledge management, RAG is a powerful and affordable solution for companies in different segments. 

With this technology, AI agents can access specific knowledge bases, improve the user experience and reduce the need for extensive training.

If you want to learn how to create intelligent AI assistants using N8N, check out NoCode Startup's complete course. In it, you will have access to practical training on automation and data integration to make your business' AI even more efficient.

Explore more about the N8N Course – NoCode Startup and start transforming your company with artificial intelligence! 

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Matheus Castelo

Known as “Castelo”, he discovered the power of No-Code when he created his first startup entirely without programming – and that changed everything. Inspired by this experience, he combined his passion for teaching with the No-Code universe, helping thousands of people create their own technologies. Recognized for his engaging teaching style, he was awarded Educator of the Year by the FlutterFlow tool and became an official Ambassador for the platform. Today, his focus is on creating applications, SaaS and AI agents using the best No-Code tools, empowering people to innovate without technical barriers.

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Learn how to create AI Applications, Agents and Automations without having to code

More Articles from No-Code Start-Up:

AI Coding technology, also known as AI Code or Vibe Coding, is changing the way we code and develop software. Furthermore, this new approach uses artificial intelligence to simplify the coding process. But how does it do this?

In this content, you will understand what AI Coding is and the possibilities it offers.

Also, learn about the best Vibe Coding tools available. They will allow you to start exploring this innovation and create your own solutions with ease. Happy reading!

What is Vibe Coding?

what is vibe coding

AI Coding, or Vibe Coding, transforms software development. It enables people without advanced skills to create applications, websites, or automations using only simple natural language descriptions.

The term “Vibe Coding” was coined by Andrej Karpathy, one of the founders of OpenAI. It refers to the process of using large language models, such as those in generative AI, to generate application code almost autonomously. This happens from simple commands or descriptions.

The core idea of automation is that the programmer simply “describes the vibe” of what they want, and AI translates that intent into working code. In other words, Vibe Coding offers a more intuitive way to develop applications.

To do this, it uses MVVM (Model-View-View-Model) models, which facilitate interaction with artificial intelligence. As a result, it is possible to generate and adapt the code according to the user's needs.

Why is Vibe Coding the ideal programming for non-developers? 

Vibe Coding is revolutionizing the startups by providing a more accessible and agile approach to software development. 

The main attraction of Vibe Coding for non-developers is its ease of use. 

Since it uses AI to generate code from simple natural language descriptions as I mentioned earlier, anyone, regardless of their technical background, can create anything from applications to complex automations. 

In other words, the need to understand complicated programming languages is practically eliminated.

Why vibe coding is the ideal programming for non-developers

Furthermore, Vibe Coding's accessibility allows professionals from areas such as marketing, design or operations, who would not normally have access to the world of programming, can create their own technological solutions intuitively and without technical barriers. 

This allows companies and startups to innovate more quickly and cost-effectively. These changes make Vibe Coding an excellent opportunity for those who want to get involved in technological development, even without formal programming training. 

In this way, with the help of the best Vibe Coding tools, this revolution can become even more accessible and efficient. But what are they? We will see below.

What can you create with Vibe Conding? Explore the possibilities

Vibe Coding offers a wide range of creative possibilities, allowing professionals, even no programming experience, develop various applications and technological solutions. The main possible creations include:

  • Web and mobile applications: with Vibe Coding, it is possible create custom applications for web or mobile devices, meeting specific needs without the complexity of traditional development;
  • Automations and bots: artificial intelligence makes it easier to create bots and automations that can perform repetitive tasks, such as responding to emails or processing data, increasing operational efficiency;
  • Productivity tools: users can develop tools that help with personal organization or project management, adapted to their routines and preferences;
  • Recommendation systems: the creation of systems that suggest products, services or content based on user behavior becomes accessible, improving the user experience on digital platforms; 
  • Prototypes and MVPs (Minimum Viable Products): Entrepreneurs can quickly turn ideas into functional prototypes or MVPs, facilitating market testing and concept validation.​

Just imagine a designer who wants to create a customized platform to schedule meetings efficiently, without having in-depth programming knowledge. 

Using Vibe Coding, you can simply describe the functionality of the system, and the AI tool generates the code to create a scheduling platform.

In just a few steps, you have a practical and functional solution, ready to use.

These possibilities highlight the potential of Vibe Coding to democratize software development, allowing anyone to materialize their technological ideas quickly and efficiently.

7 Best Vibe Coding Tools for Beginner Developers

best vibe coding tools for beginner developers

Now that you know the power of Vibe Coding, it’s time to explore some of the best Vibe Coding tools available for beginners. 

These tools are designed to make it easier to create technological solutions, even without advanced programming knowledge. We will present the most popular and affordable options for beginner developers:

Cursor

Cursor’s main advantage is its simplicity. It allows anyone to create bots or complex solutions by simply describing the “vibe” of what they want. The AI generates the necessary code, making development accessible to professionals from a variety of fields.

Cursor is a Vibe Coding tool that uses AI to turn simple descriptions into functional code. With its intuitive drag-and-drop interface, it makes it easy to create automations and apps without the need for advanced coding experience.

Furthermore, the tool is highly flexible, adapting to different needs and allowing for everything from simple automations to complex integrations. Its ease of use ensures a quick learning curve for beginners. Its ease of use ensures a quick learning curve for beginners.

V0 by Vercel

V0 by Vercel makes it easy to create prototypes and web applications using artificial intelligence. With an intuitive visual interface, it generates code from simple descriptions, allowing anyone to create solutions without having to code by hand.

The main advantage of V0 by Vercel is speed as it accelerates product development and launch by offering easy integration with other APIs to create fast and efficient solutions.

On the other hand, V0 by Vercel is highly flexible as it allows you to create simple websites up to complex applications, making it ideal for both beginners and professionals looking for efficiency.


Lovable

Lovable is a Vibe Coding tool that simplifies the creation of software solutions, allowing anyone to create applications with the help of artificial intelligence.

Using simple descriptions, the tool automatically generates the code needed for various features, making development accessible without prior experience.

The main advantage of Lovable is its ease of use. With a user-friendly interface and drag-and-drop functionality, any user can create fast and efficient solutions without the complexity of traditional coding.


Replit

Replit is a Vibe Coding tool that allows you to create and run code directly in the browser, with support for multiple programming languages. Its intuitive interface makes it easy to create software projects and prototypes with the help of AI, without requiring in-depth programming knowledge.

Replit’s main advantage is its ease of use. It allows anyone to start coding and testing ideas instantly, offering an online platform that eliminates the need for complex environment setup.

It's also worth noting that Replit is highly collaborative as it allows teams to work together in real time, making it ideal for group projects, hackathons or learning to program.


Windsurf

Windsurf is a Vibe Coding tool that uses artificial intelligence to create quick and practical solutions, without requiring advanced programming skills.

Its simple interface makes it easy to develop applications and automations, allowing anyone to create solutions just by describing what they want.

The main advantage of Windsurf is its efficiency. It allows you to quickly create applications and automations without having to learn complex languages. Integration with various APIs makes it easy to add powerful functionality without any extra effort.


Bolt.new

Bolt.new is a Vibe Coding tool that allows you to quickly create automations and applications with the support of artificial intelligence. Its simple and straightforward interface makes development easy, allowing anyone, even without experience, to build functional solutions.

The main advantage of Bolt.new is its speed. It allows you to create applications and automations in minutes, using simple descriptions. It stands out for its easy integration with other platforms, allowing you to customize your solutions without the need for coding.

Additionally, Bolt.new offers flexibility, whether for simple automations or more complex flows. The tool can be adjusted as needed, making it ideal for beginners and professionals looking for efficiency in development.


DreamFlow – New FlutterFlow AI

DreamFlow – New FlutterFlow AI, makes it easy to create mobile and web applications with artificial intelligence. Its simple visual interface allows you to create quick and functional solutions without having to code manually.

Its main advantage is speed, as it allows you to create applications quickly, with easy integration with APIs, without the need for advanced programming.

Not to mention that DreamFlow is also super flexible and customizable, offering features to create everything from simple applications to more complex solutions, catering to both beginners and professionals.

In addition to those we mentioned, tools such as FlutterFlow, Bubble, web and make up can be considered by those who want to develop more complex solutions, such as web and mobile applications or automation. 

Consequently, these no-code platforms allow beginner developers to build digital products without writing traditional code, bringing them even closer to the concept of Vibe Coding.

Conclusion

conclusion best vibe coding tools

You can already see that Vibe Coding is transforming software development by democratizing the creation of technological solutions, making them accessible to everyone, even those without advanced programming skills. 

At this point, all we can do is test it on the portals we mentioned, monitor the improvement of this technique in tools we already use and observe how it can evolve. 

Now, if you want to learn more about how to use these no-code tools and improve your development skills, sign up on the YouTube channel and access the NoCode StartUp website.

Discover exclusive resources that can boost your journey into the world of no-code development!

A new Chinese platform that has attracted attention for its ability to perform complex tasks in a fully automated manner is Manus AI.

Compared to other market giants, such as OpenAI, Manus stands out for its use of intelligent agents. It can search for information, generate codes, create reports and even develop games — all without any human intervention after the initial command.

In this article, you will understand what Manus AI Agents is and how it works. You will also see real examples of what this powerful tool can create.

What is Manus AI Agents?

what is manus agents ia

Manus AI is an impressive platform that goes far beyond the simple virtual assistants you’re used to. To understand the power of this tool, let’s explore a practical example of what it can create.

Perform complex tasks alone with Manus AI Agents

Imagine you need to organize a 7-day trip to Japan, with a specific budget. The itinerary also includes secret places and a special marriage proposal.

With Manus AI Agents, you simply need to inform this objective and the agent will do all the work on its own, completely automatically. With this guidance, it can deliver:

  • complete research on specialized websites;
  • selection of the best itineraries and exclusive places;
  • detailed planning for the 7 days, with suggestions for activities and destinations;
  • budget organization, respecting the available amount.

This means you just need to describe what you want. From there, Manus AI Agents takes care of the rest, delivering a complete, personalized, ready-to-use plan.

And the most incredible thing is that you don’t need to do anything other than give the initial command. Manus AI Agents accesses multiple sources, cross-references the information and delivers a personalized and detailed travel plan.

This is just one example of what the platform can create. With autonomous artificial intelligence, Manus facilitates complex tasks that would take hours — or even days — to be done manually.

What can Manus AI Agents create?

The trip to Japan is just one example of what Manus IA Agents can do automatically. The platform goes far beyond simple planning. It offers advanced solutions in several areas, such as productivity, data analysis, application development and even creating complete games.

Imagine that an HR department needs to analyze dozens of resumes to hire the best candidate. With Manus AI Agents, you just need to describe the objective, and the agent automatically:

  • Reads and interprets all resumes;
  • Ranks candidates based on criteria such as experience, education, and location;
  • Create an organized spreadsheet with the final ranking, ready for you to make your decision.

This process, which would take hours to do manually, Manus performs in minutes — with precision and efficiency.

It is worth mentioning that Manus Agentes IA impresses by generating complete stock analysis reports.

For example, when requesting an analysis of Tesla, Manus first accesses databases, then cross-references information. After that, it generates dynamic graphs and, finally, delivers a ready-to-use report — which, by the way, guarantees a level of quality worthy of great analysts.

Creating apps, games and simulators with just one command

what the manus agents were going to be able to create

Another surprising example is the platform's ability to create complete applications, such as:

  • Interactive educational games, as a collision simulator to explain the theory of conservation of momentum, all automatically generated in HTML, with visualization of realistic physical scenarios and reactions;
  • Teleprompter Apps, ready to be used in YouTube videos, with speed adjustments, font size and customizable interface, created from a simple command;
  • Data Dashboards: When you request an AWS store analysis, Manus generates a page with graphs, KPIs, and detailed store data, offering strategic insights in minutes.

Manus AI Agents is also capable of developing complete games from a single prompt. One interesting example was the creation of a functional, programmed airplane game, generated in a matter of minutes without any technical intervention after the initial request.

In addition to these examples, Manus AI Agents continues to surprise new users with its automation capability, by automating more than 50 simultaneous tasks, being considered by experts as one of the fastest and most efficient platforms on the market, with superior performance to other famous AIs, such as DeepSeek.

This level of autonomy and intelligence makes Manus AI Agents a promising tool for those who want to integrate AI into complex processes and save time, money and effort.

How to access Manus IA Agents?

how to access the ia agents manual

Although Manus AI already demonstrates impressive capabilities, the platform remains in the early stages of public release for now and is therefore not yet widely available.

Currently, to access Manus, an invitation is required, as the number of users is limited due to high demand — a demand that, in fact, reflects the growing interest in advanced artificial intelligence solutions.

Furthermore, as with other popular tools such as ChatGPT In its first months, restricted access aims to guarantee stability and quality of service.

Manus Agentes AI has certainly already attracted attention in the artificial intelligence market. In fact, a report published by Hugging Face evaluated the platform's performance in different benchmarks, including:

  • Logical reasoning;
  • Multimodal processing;
  • Executing complex tasks with autonomous agents.

If you want to understand more about the potential of Manus AI Agents, it's worth checking out the full report published by Hugging Face, which details how the tool was launched and what makes this new AI platform different.

Conclusion

By now, you have already realized that Manus IA Agents emerges as one of the most promising platforms on the market, showing that the future of intelligent automation is closer than we imagine.

And of course, the big expectation now is to know when and how the platform will release access. via API, allowing creators of agents and automations, as we teach here at NoCode Startup, can integrate Manus into their own solutions and products.

So if you want to learn how to create, manage and implement AI Agents for real business and, in addition, understand how to apply them in a practical way, you need to know the AI Agent Manager Training at NoCode Startup.

In it, you will discover how to create automations and lead projects with intelligent agents, in addition to being able to prepare yourself to explore innovative tools such as Manus IA Agents.

Start your journey now by creating smart solutions that can transform your career and generate new income opportunities with NoCode Startup.

The Official WhatsApp API is a powerful solution for businesses that want to automate their interactions via WhatsApp. In this article, you will learn how to configure and integrate the Official WhatsApp API using N8N, one of the best NoCode tools for automation. Read on to find out:

  • How to create a number in Meta to use the Official WhatsApp API;
  • How to send your first automated message;
  • How to set up triggers and automations to interact with incoming messages;
  • How to connect WhatsApp API to N8N, creating intelligent automation flows.

If you are looking for an efficient and practical way to integrate WhatsApp into your automation routine, this guide is for you. Happy reading! 

Official WhatsApp API: Learn the complete integration guide on N8N

official whatsapp api complete integration guide

The Official WhatsApp API allows you to connect WhatsApp to any system, whether it is your own or integrated with automation tools. However, how do you configure this API correctly? And, furthermore, how do you create intelligent automated communication flows? See below a step-by-step guide on how to put this into practice!

Step 1: Creating an application in Meta

To use the Official WhatsApp API, the first step is to create an application on Meta. This will ensure that your integration works correctly on N8N and other automation tools. So, how can you ensure that everything is set up correctly and also avoid integration errors? Follow the steps below:

  • Access the Meta portal (developers.facebook.com) and log in with your Facebook account;
  • Create a new application in the panel, selecting the Business option and filling in the necessary data;
  • Configure the Official WhatsApp API by accessing the WhatsApp section and clicking on Setup;
  • Associate a verified Business Manager, essential for the API to work;
  • Use a valid phone number that is not already registered with WhatsApp.

That's it! Now you've finished creating your app and can configure the API. From there, you can, for example, send your first automated message!

Step 2: Sending the first message on the Official WhatsApp API

Now that you have completed creating your application, it is time to test the Official WhatsApp API and send your first automated message. To do this, we follow some essential steps to configure the environment and ensure that communication occurs correctly.

  • Generate an access token in the Official WhatsApp API dashboard. You will need this token to authenticate the messages you send;
  • Select a test number that Meta provides or register a new one, ensuring that it is not already registered on WhatsApp;
  • Get the account ID of the WhatsApp Business and the phone number ID within the Meta dashboard;
  • Use cURL, Client URL, (or other HTTP request tool) to send the first test message;
  • Finally, check the delivery of the message on your WhatsApp. Typically, the initial template sent is usually the “Hello World” template, previously approved by Meta.

Please note that the Official WhatsApp API requires that the first message sent to a user be a Meta-approved template. Additionally, after the user replies, the conversation remains open for 24 hours, allowing you to send personalized messages.

Now that your first message has been sent successfully, we move on to the next step: configuring the integration of the Official WhatsApp API with N8N

Step 3: Integrating Official WhatsApp API with N8N for automation

official whatsapp api complete integration guide step 3

Now that we have sent the first message on the Official WhatsApp API, it is time to integrate it with N8N to create intelligent automation flows. N8N is one of the most efficient NoCode tools for connecting systems and automate processes in a practical way.

So, how can you ensure that this integration is done correctly? Don't worry, it's simpler than it seems! To do this, just follow the steps below:

  • Access the N8N and log in to your account;
  • Create a new flow and add a manual trigger to start the automation;
  • Click on “+” and select Trigger Manual to run the flow manually in the tests;
  • Add the WhatsApp node and select the “Send Message” option;
  • Go to Credentials and enter the Access Token generated in the WhatsApp API panel and the WhatsApp Business account ID obtained in Meta;
  • Choose the phone number that will be used to send automated messages;
  • Configure the message (text, image, button, etc.);
  • Run the test flow and verify that the message was sent correctly.

With this configuration, your WhatsApp can now send messages directly from N8N, automating interactions and optimizing your company's communication! 

But how does this work behind the scenes? For the message to be sent properly, it is first important to understand the structure of the API.

Understand more about the API structure

All communication between systems via API follows a predefined structure. In contrast, specifically in the case of the Official WhatsApp API, this communication occurs via HTTP requests — usually of the POST type for sending messages. Furthermore, these requests contain three main parts:

  • API URL: the main address that receives requests;
  • Headers: information such as the content type (Content-Type: application/json) and the authentication method (Authorization: Bearer );
  • Body (request body): the JSON structure containing the data sent.

With this understanding, it becomes much easier to configure the API correctly within the N8N. Node done, it's time to move on to the next step to create automated responses with Webhooks in the Official WhatsApp API!

Step 4: Creating automated responses with Webhooks in the Official WhatsApp API

Once we configure the sending of automated messages via the Official WhatsApp API in N8N, the next step, in turn, will be to create automatic responses whenever a user interacts with the company's WhatsApp.

To do this, we will use Webhooks, which allow us to capture events and trigger automation flows in real time.

They work as automatic triggers, firing events whenever interactions occur on WhatsApp. In turn, in the case of the Official WhatsApp API, these Webhooks are triggered as soon as a message arrives and then send the data to N8N for processing.

With this functionality, therefore, you can automate interactions such as:

  • Quick responses for customers;
  • Integration with systems such as CRMs and ERPs;
  • Automated support ticket generation;
  • Sending personalized messages based on user interaction.

To capture messages received on WhatsApp and trigger automations on N8N, follow the step by step below:

  • Access N8N and create a new automation flow.
  • Click on “+” and add a WhatsApp trigger node.
  • Select the “onMessage” option to capture incoming messages.
  • Configure a new credential by entering:
    • Client ID and Client Secret, obtained from Meta for Developers.
    • Webhook URL automatically generated by N8N.
  • From your Meta dashboard, go to Settings > Webhooks and:
    • add the Webhook URL generated in N8N as Callback URL.
    • define the events to be monitored (e.g. received messages).
    • Click Verify and Save to activate the Webhook.
  • Run a test by sending a message to the linked WhatsApp.
  • In N8N, confirm that the message was captured and processed correctly.

Conclusion

By now, you should have learned how to integrate the Official WhatsApp API with N8N allows you to efficiently automate communication processes, connecting WhatsApp to internal systems, CRMs, ERPs and other platforms. 

Now that you've learned how to integrate the Official WhatsApp API with N8N, how about taking advantage of this time to deepen your knowledge and explore the automation possibilities even further?

Therefore, in the NoCode Startup N8N course, you will have access to complete and practical training on automation and data integration, and thus be able to make your company even more efficient.

Whether it’s to create intelligent chatbots, integrate AI into your serviceor optimize marketing and sales processes, O N8N can take your automation to a new level. Access the full course and learn how to master this powerful tool and transform the way your company communicates! 

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