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Dify
AI Code & DevFreemium

Dify

Open-source platform for building AI agents and workflows visually. RAG pipelines, prompt orchestration, and model management.

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About Dify

Dify presents itself as an open-source platform aimed at simplifying the creation of AI agents and workflows through visual programming. At first glance, the idea of visually building AI solutions is enticing, especially for those who may not have extensive coding expertise. The platform allows users to construct RAG pipelines, orchestrate prompts, and manage models all within a user-friendly interface. This is particularly appealing for developers and businesses looking to streamline their AI projects without delving deep into complex code.

One of the standout features of Dify is its visual workflow builder, which provides an intuitive drag-and-drop experience. This can be a breath of fresh air for teams that are more design-oriented and may find traditional coding to be a barrier. The platform's open-source nature also means that users can modify and adapt the software to suit their specific needs, which is a significant advantage for those who want a tailored solution.

However, while the concept is promising, I found that the execution can be a bit hit or miss. The documentation, while present, leaves much to be desired. As a newcomer trying to navigate the intricacies of AI workflows, I often found myself scratching my head at the lack of clear guidance on certain features. Additionally, while the visual interface is great for creating workflows, it can sometimes feel limiting for more complex tasks that require fine-tuning and custom coding.

Another point to consider is the performance of the AI agents that can be built using Dify. While the platform provides the tools to create them, I noticed that the output quality varied significantly depending on the configurations chosen. It may take some trial and error to achieve the desired results, which can be frustrating for users expecting instant gratification.

Our Review

Verified 11 May 2026

Reviewed by Delv Editorial, Delv Team

When I first heard about Dify, I was intrigued by the notion of building AI agents and workflows visually. As someone who often finds themselves wading through lines of code, the idea of a drag-and-drop interface sounded appealing. After spending some time with the platform, I have developed a solid understanding of its strengths and limitations.

The visual workflow builder is undoubtedly one of Dify's major selling points. It allows users to create complex workflows without needing to write extensive code, which is a great way to democratise access to AI development. I can see this being particularly useful in teams where not everyone has a technical background. The ability to see your workflow laid out in front of you is quite satisfying and makes the process feel more manageable.

However, my excitement was dampened when I encountered the documentation. It felt like a bit of a maze, with important information hidden away or simply lacking altogether. As I attempted to build my first AI agent, I often found myself stuck, unsure of how to proceed. Clearer guidance would make a world of difference for newcomers who want to hit the ground running.

As I delved deeper into the platform, I also noticed inconsistencies in the performance of the AI agents I was building. Some workflows produced impressive results, while others fell flat. The trial-and-error nature of tuning these agents can be disheartening, especially when you’re putting in the effort to learn the platform.

I appreciate Dify's freemium model because it allows for exploration without any financial commitment. This is particularly important for those who are unsure whether the advanced features justify a purchase. However, it does leave me wondering what I might be missing out on if I don't pay for the premium version. For a tool that aims to simplify AI development, the last thing I want to deal with is a confusing pricing structure.

In terms of use cases, I can see Dify being beneficial for creating chatbots, automating data processing, and even prototyping AI solutions. It has a lot of potential for businesses looking to harness AI without the overhead of hiring a full development team. For those willing to invest the time to learn and adapt, I think Dify could become a valuable part of their toolkit.

In conclusion, Dify is an intriguing platform that offers a fresh approach to building AI solutions. While it has its share of challenges, I believe it has the potential to appeal to a wide audience. If you have the patience to navigate its quirks and limitations, you might find it to be a worthwhile investment in your AI journey.

Getting started with Dify

In this guide, you'll learn how to create AI agents and workflows using Dify's visual platform. By the end, you'll be able to set up a basic workflow and manage your AI models effectively.

Step 1: Sign up and set up

  • Go to [dify.ai](https://dify.ai).
  • Click on the "Sign Up" button located in the top right corner.
  • Choose to sign up using your email or a third-party account (Google or GitHub).
  • Verify your email if prompted.
  • Once signed in, you’ll be taken to the dashboard where you can start building your workflows.
  • Step 2: Your first workflow

  • On the dashboard, click the "Create New Workflow" button.
  • Choose a template or start from scratch by selecting "Blank Workflow."
  • Drag and drop components from the left sidebar to the canvas. Start with a "Prompt" component.
  • Click on the "Prompt" component to configure it. Enter a simple question or command for your AI agent.
  • Add a "Response" component by dragging it onto the canvas. Connect the "Prompt" component to the "Response" component by clicking on the small dot on the right side of the prompt and dragging it to the response.
  • Click "Run" in the top right corner to execute your workflow and see the AI's response.
  • Step 3: Get better results

  • Experiment with different prompt styles to see how the AI responds. Use specific, clear instructions for best results.
  • Incorporate RAG (Retrieval-Augmented Generation) by adding a "Data Source" component. Connect it to your prompt to provide context.
  • Use the "Settings" menu to adjust model parameters, such as temperature and max tokens, to fine-tune outputs.
  • Save your workflows regularly by clicking the "Save" button located in the top right corner.
  • Pro tip

    Take advantage of the "Templates" section to quickly set up common workflows. This can save you time and give you ideas on how to structure your own projects.

    Common mistake to avoid

    Avoid making prompts too vague. Specificity is key in guiding the AI to produce useful responses. Always test your prompts before integrating them into a more complex workflow.

    The Verdict

    Dify is a promising platform for visual AI development, but it requires a bit of patience and perseverance to get the most out of it. The user-friendly interface and open-source nature are big pluses, but the documentation and performance inconsistencies can be frustrating. Overall, it's worth exploring if you're looking to simplify AI workflows.

    Best For

    • Developers seeking a visual tool for AI project management.
    • Small businesses wanting to implement AI solutions without extensive resources.
    • Teams with diverse skill sets where not everyone is tech-savvy.
    • Experimenters and hobbyists interested in building AI applications.
    • Educational institutions looking to teach AI concepts in a more accessible way.

    At a Glance

    Dify is an open-source platform that allows users to build AI agents and workflows visually. While its drag-and-drop interface is user-friendly, the documentation could be improved, and performance may vary. The freemium model is a plus, but potential users should weigh the pros and cons before committing.

    Strengths

    • +User-friendly visual interface for building AI workflows.
    • +Open-source nature allows for customization and flexibility.
    • +Freemium pricing model provides an opportunity to explore without upfront costs.
    • +Supports RAG pipelines and prompt orchestration, catering to various AI applications.
    • +Suitable for both novice developers and experienced professionals looking for a visual development tool.

    Limitations

    • -Documentation is lacking, making it challenging for new users to navigate the platform.
    • -Performance of AI agents can be inconsistent, requiring trial and error.
    • -The visual interface may feel limiting for complex tasks that require custom code.
    • -Advanced features may be locked behind a paywall, raising questions about value.
    • -Steep learning curve for those unfamiliar with AI concepts and workflows.

    Use Cases

    • -Building simple AI chatbots for customer service.
    • -Creating workflow automation for data processing tasks.
    • -Developing RAG pipelines for information retrieval and summarisation.
    • -Orchestrating prompts for enhanced natural language understanding.
    • -Prototyping AI solutions quickly for testing and validation.
    • -Customising AI models for specific business requirements.

    Alternatives

    Node-RED: A flow-based programming tool that allows for easy integration of IoT devices and APIs, suitable for users looking for a more established platform.
    Hugging Face: Offers a vast repository of pre-trained models and user-friendly APIs, making it ideal for developers wanting more control over their AI solutions.
    Zapier: While not specifically an AI-focused tool, it provides automation capabilities that can integrate various applications and services, great for those wanting less technical solutions.

    Frequently Asked Questions

    Dify is an open-source platform that allows users to build AI agents and workflows visually. While its drag-and-drop interface is user-friendly, the documentation could be improved, and performance may vary. The freemium model is a plus, but potential users should weigh the pros and cons before committing.
    The key advantages of Dify include: User-friendly visual interface for building AI workflows.. Open-source nature allows for customization and flexibility.. Freemium pricing model provides an opportunity to explore without upfront costs.. Supports RAG pipelines and prompt orchestration, catering to various AI applications.. Suitable for both novice developers and experienced professionals looking for a visual development tool..
    Some limitations of Dify include: Documentation is lacking, making it challenging for new users to navigate the platform.. Performance of AI agents can be inconsistent, requiring trial and error.. The visual interface may feel limiting for complex tasks that require custom code.. Advanced features may be locked behind a paywall, raising questions about value.. Steep learning curve for those unfamiliar with AI concepts and workflows..

    Pricing & Availability

    Freemium

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