1. What is Flowise?

Flowise is a powerful low-code/no-code drag-and-drop tool that cleverly combines artificial intelligence with a workflow engine, providing users with an intuitive and scalable way to design, execute, and monitor complex workflows.
With its unique drag-and-drop interface, users can easily visualize and build large language model (LLM) applications. No in-depth programming knowledge is required; simply drag and combine various modules like a puzzle to create workflows that meet specific needs.
The core components of Flowise are rich and diverse, including a visual workflow designer, flexible API integration, built-in AI modules, real-time monitoring and reporting, version control and rollback, as well as multi-language support.
- Visual Workflow Designer
Utilizing a graphical interface, users can build flowcharts without programming. This drag-and-drop experience makes process design simple and understandable, allowing both professional developers and non-technical personnel to quickly get started.
- Flexible API Integration
Supports seamless integration with other systems and services, allowing data to flow freely between different platforms, greatly enhancing its scalability and applicability.
- Built-in AI Modules
Utilizes machine learning algorithms to automatically handle task allocation, decision trees, etc., making processes more intelligent and efficient. For instance, in enterprise automation scenarios, it can automatically allocate customer support requests, improving response speed and service quality.
- Real-time Monitoring and Reporting
Provides detailed runtime information and statistics for users to optimize process performance. Users can always be aware of the operational status of workflows, promptly identifying issues and making adjustments.
- Version Control and Rollback
Ensures that every process change is traceable, allowing easy rollback to previous versions in case of issues. This is crucial for managing complex projects, ensuring stability and maintainability.
- Multi-language Support
To meet the needs of global users, Flowise provides interfaces in multiple languages, breaking down language barriers and allowing more people to use it easily.
Flowise can be widely applied in various fields. In enterprise automation, it can automatically handle procurement orders, customer support requests, human resources management, and other daily operations, improving work efficiency and reducing labor costs. In the DevOps field, it accelerates software release cycles through automated deployment processes, enhancing the productivity of development teams. In data analysis, it can adjust data processing workflows, triggering specific actions based on predefined rules, providing strong support for decision-making. In educational management, it can manage student applications, course registrations, grade reviews, and other affairs, simplifying educational management processes.
Flowise has numerous features and advantages. First, it is open-source and community-driven, with an open-source license allowing anyone to freely use, modify, and contribute code, ensuring the project’s continuous development and innovation. Second, it is highly customizable, allowing users to tailor workflows to meet personalized needs. Additionally, it is easy to deploy, supporting both cloud and on-premise deployments, adapting to various environments. Finally, strong security mechanisms protect data and processes from unauthorized access or tampering, ensuring the security of user data.
In summary, Flowise, with its usability, flexibility, and intelligent features, brings new possibilities for business process automation, making it a powerful assistant for developers, project managers, and business administrators to enhance efficiency. Join the Flowise community now and start your journey into process automation!
2. Features of Flowise

(1) Visual Workflow Designer
Flowise provides an intuitive graphical interface where users can build complex workflows through simple drag-and-drop operations. This visual approach makes process design extremely easy, requiring no coding, significantly lowering the development threshold. Whether technical experts or business personnel, everyone can quickly get started and easily create their workflows. For example, in an e-commerce order processing workflow, users can drag out modules like “Order Reception”, “Inventory Check”, “Payment Processing”, and “Logistics Distribution” from the left component panel, then connect them in sequence according to business logic to form a complete order processing workflow. Each module has detailed parameter settings, allowing users to flexibly configure them based on actual needs.
(2) Rich Pre-built Components
Flowise comes with a large number of commonly used components covering data processing, analysis, storage, communication, and more. These pre-built components can be used directly, greatly improving development efficiency. For instance, in data processing, there are components for data cleaning, transformation, and aggregation; in communication, it supports integration with various common communication tools and platforms, such as email, SMS, and instant messaging tools. For example, in an internal employee leave process, users can use the “Form Submission” component to allow employees to submit leave requests, then use the “Data Validation” component to ensure the accuracy of the application information, followed by the “Approval Process” component to send the request to the appropriate leader for approval, and finally use the “Notification Component” to provide feedback on the approval results to the employee.
(3) Flexible API Integration
It allows users to integrate custom APIs into workflows, achieving seamless connections with external systems. This enables Flowise to interact with existing enterprise applications, databases, cloud services, and more, expanding its functionality and application scope. For example, a company can integrate its Customer Relationship Management (CRM) system’s API into Flowise, allowing real-time access to detailed customer information when processing customer orders, providing more reference for order processing, while also timely feeding back order processing results to the CRM system for data synchronization.
(4) Built-in AI Modules
Utilizing advanced machine learning algorithms, Flowise can achieve intelligent task allocation, predictive analysis, decision trees, and more. In customer service scenarios, it can automatically assign tasks to the most suitable customer service personnel based on customer queries, improving customer satisfaction; in sales forecasting, by analyzing historical sales data, it can predict future sales trends, providing decision support for production and inventory management. For instance, an e-commerce company using Flowise’s predictive analysis function can predict the sales volume of different products for the next quarter based on factors such as past year sales data, market trends, and promotional activities, allowing for early adjustments to inventory and optimizing procurement plans, avoiding stockpiling or stockouts, and improving capital utilization efficiency and customer satisfaction.
(5) Real-time Monitoring and Reporting
Provides real-time process execution monitoring and detailed reporting functions, allowing users to always be aware of the operational status of workflows, promptly identifying and resolving issues. Monitoring information includes execution times, results, input/output data for each task, and reports can generate various statistical charts and data analysis results. For example, in a large enterprise’s financial approval process, the financial manager can monitor the progress of each approval step in real-time, such as submission time, approver, approval comments, and approval duration. If a delay is found in any step, they can promptly urge the relevant personnel to ensure the smooth progress of the process. Additionally, through the generated reports, analysis of reimbursement situations and approval efficiency across different departments can provide data support and decision-making basis for the enterprise’s financial management.
(6) Version Control and Rollback
Supports management of workflow versions, with changes recorded and traceable. This allows users to easily roll back to previous versions, ensuring stability and traceability of work. In software development projects, when a new version encounters issues, the development team can quickly roll back to the last stable version, preventing further escalation of the problem, while also reviewing version records to see which changes led to the issue, allowing for timely repair. For instance, a software company optimizing project management processes with Flowise made multiple modifications and tests to the workflow. After an update, they found that some tasks could not execute normally; using the version control feature, they quickly rolled back to the previous version, ensuring the normal progress of the project. Then, by comparing the differences between versions, they identified the cause of the issue and repaired and optimized the workflow.
(7) Multi-language Support
To meet the needs of global users, Flowise provides a multi-language interface, facilitating use by users from different language backgrounds. Currently, it supports several major languages including English, Chinese, French, German, Japanese, and is continuously adding new language support. This allows multinational companies or teams to promote and use Flowise globally, facilitating international collaboration and communication. For example, different branches of a multinational company located in different countries and regions have employees using different languages. With Flowise’s multi-language support, they can build and manage workflows in their familiar language, improving work efficiency and reducing communication costs associated with language barriers.
3. Application Scenarios of Flowise in the AI Field

Flowise has a wide range of application scenarios in the AI field, bringing new possibilities for business process automation across various industries.
Enterprise Automation
In daily operations, Flowise can automatically handle procurement orders, improving the efficiency and accuracy of order processing. By integrating with the internal procurement system, Flowise can automatically receive order information, conduct reviews and processing based on preset rules, such as checking inventory, confirming supplier information, etc., and promptly feedback the processing results to the relevant departments.
For customer support requests, Flowise can automatically assign tasks to suitable customer service personnel, improving response speed and service quality. Utilizing the built-in AI modules, Flowise can intelligently allocate based on the type and urgency of customer issues, while also automatically replying to common questions, reducing the workload of customer service personnel.
In human resources management, Flowise can automatically handle employee leave requests, attendance records, and other affairs. For example, after an employee submits a leave request, Flowise can automatically review it based on the company’s leave policies and notify the employee and relevant management personnel of the results.
DevOps
Flowise accelerates software release cycles through automated deployment processes. During development, developers can use Flowise to build automated deployment processes, including code compilation, testing, and deployment. By integrating with Continuous Integration/Continuous Deployment (CI/CD) tools, Flowise can achieve one-click deployment, greatly improving development efficiency.
Additionally, Flowise can assist development teams in environment management and configuration management. Through the visual workflow designer, development teams can easily create and manage configurations for different environments, ensuring consistency across development, testing, and production environments.
Data Analysis
Flowise can adjust data processing workflows, triggering specific actions based on predefined rules. For instance, during data analysis, Flowise can automatically select appropriate analysis methods and models based on the characteristics of the data and business needs. If the data meets specific conditions, Flowise can automatically trigger data cleaning, transformation, or aggregation operations, providing high-quality data for subsequent analysis.
Simultaneously, Flowise can integrate with data visualization tools to present analysis results in intuitive chart forms, helping users better understand the data. Through real-time monitoring and reporting functions, users can always be aware of the progress and results of data analysis, promptly identifying issues and making adjustments.
Educational Management
In educational management, Flowise can manage student applications, course registrations, grade reviews, and other affairs. For example, after a student submits an application, Flowise can automatically review the application materials, screening and sorting based on preset criteria, and notify students and relevant management personnel of the results.
For course registration, Flowise can automatically process students’ course selection requests, allocating automatically based on course capacity, students’ grades, and majors. Additionally, Flowise can monitor course registration status in real-time, providing data support for teaching management.
In grade review, Flowise can automatically calculate students’ grades, auditing and tallying based on the school’s grading criteria, and generate grade reports. Through the multi-language support feature, Flowise can meet the educational management needs of different countries and regions, promoting international educational exchanges and cooperation.
4. Using Flowise

Flowise implements a visually consistent process editor, allowing users to establish NLG processes using simple drag-and-drop operations.
1. Import Data Sources
Flowise supports multiple ways to import data sources. Users can either directly import data within the platform or connect to external data sources. For example, users can upload local CSV files, connect to online databases such as PostgreSQL, MySQL, SQL Server, or call APIs to obtain data in JSON or XML format. Additionally, event data can be received through Webhooks. The data source module will automatically parse the imported data, converting it into standard JSON object arrays for processing in the workflow.
2. Clean Data
Use filters, operations, and logic modules to process structured data. During the Flume data collection and cleaning process, configuration files can be written to utilize Flume’s interceptor functionality, such as setting timestamp interceptors to clean and filter data. The data cleaning function in Flowise is similar; by configuring different modules, data can be deduplicated, noise reduced, etc., ensuring data quality. For instance, in e-commerce data processing, invalid order information can be filtered out, retaining only valid data for subsequent processing.
3. Design Text Structure
Select text blocks and set variable insertion points. Users can insert text modules and set variable insertion points, like in an e-commerce product description template where {product} is a {brand} product launched in {launch_year}, with a default {color} color, made of {material}, and sized {size}. This way, text structures can be flexibly designed to meet different application scenario requirements.
4. Generate Text
Use loops and conditional statements to synthesize the final text. The loop module can iterate over data to generate multiple text instances, while the condition module selects different texts to insert based on conditions, and function modules can convert times, format numbers, etc. By combining these modules, the final content can be dynamically assembled, generating high-quality text.
5. Output Results
Supports exporting as APIs, App integrations, translations, etc. Flowise provides rich output methods; users can one-click generate API documentation for integration into applications; through Webhook integration, provide Webhook URLs to call workflows via requests; install the Flowise app to use workflows in HubSpot; introduce Flowise applications into Zapier for connections; and also generate iframe embed codes for integration into web applications. These rich integration methods can cover most application scenarios, easily achieving process automation.
At the same time, Flowise provides pre-built templates and module libraries, also supporting custom module development using JavaScript, and provides APIs for NLG automation. Designers can quickly get started without programming, easily building NLG processes that meet their needs.
5. Advantages of Flowise

Easy to Use: No-code platform with low entry barriers through drag-and-drop design.
Flowise offers an intuitive drag-and-drop interface, requiring no coding, enabling both technical experts and business personnel to quickly get started. Just like building blocks, users can easily construct workflows that meet specific needs by dragging and combining various modules.
For instance, in an e-commerce order processing workflow, users can drag out modules like “Order Reception”, “Inventory Check”, “Payment Processing”, and “Logistics Distribution” from the component panel, constructing a complete order processing workflow without programming knowledge.
High Productivity: Templates and modular development enhance productivity.
Flowise includes a large number of commonly used components and templates covering data processing, analysis, storage, communication, and more. These pre-built resources can be used directly, greatly improving development efficiency.
For example, in data processing, there are components for data cleaning, transformation, and aggregation; in communication, it supports integration with various common communication tools and platforms. For an internal employee leave process, users can quickly construct workflows using components like “Form Submission”, “Data Validation”, “Approval Process”, and “Notification Component”.
Low Training Costs: No need for large amounts of training data, quick application launch.
Compared to traditional natural language generation systems, Flowise does not require large amounts of training data, enabling quick application launches. This is a significant advantage for companies looking to quickly roll out intelligent applications.
For instance, a small business wanting to automate customer service can use Flowise to build an intelligent customer service system in a short time without spending significant time and resources collecting and labeling training data.
High Customizability: Supports JavaScript custom module development.
Flowise not only offers rich pre-built components but also supports custom module development using JavaScript. This allows users to tailor personalized workflows based on their specific needs.
For example, in a specific data analysis project, users can write custom data analysis modules using JavaScript to implement specific analysis algorithms and logic, then integrate them into Flowise workflows.
Multi-language: Supports content production in multiple languages including English and Chinese.
Flowise currently supports multiple major languages, including English, Chinese, French, German, and Japanese, providing convenience for global users. Multi-language support breaks down language barriers, allowing users from different language backgrounds to use it easily.
For instance, different branches of a multinational company located in various countries and regions have employees using different languages. With Flowise’s multi-language support, they can build and manage workflows in their familiar language, improving work efficiency and reducing communication costs.
Easy Integration: Provides open APIs for seamless integration.
Flowise provides open APIs, allowing users to seamlessly connect with external systems. This enables Flowise to interact with existing enterprise applications, databases, cloud services, and more, expanding its functionality and application scope.
For example, a company can integrate its Customer Relationship Management (CRM) system’s API into Flowise, allowing real-time access to detailed customer information when processing customer orders, providing more reference for order processing, while also timely feeding back order processing results to the CRM system for data synchronization.
Elastic Scalability: Based on standard cloud platforms, seamless expansion.
Flowise is based on standard cloud platforms, offering good elastic scalability. As business grows and demands change, users can easily expand Flowise’s functionality and performance without worrying about infrastructure limitations.
For example, during peak sales seasons, an e-commerce company may experience a significant increase in order volume, requiring enhanced processing capabilities for workflows. Using Flowise, they can quickly scale their processing capabilities to ensure efficient and stable order handling.
Secure and Controllable: Supports RBAC and enterprise security management.
Flowise supports Role-Based Access Control (RBAC) and enterprise security management, protecting data and processes from unauthorized access or tampering. This is a crucial security guarantee for enterprise users.
For instance, in processes handling sensitive data within an enterprise, RBAC can strictly control access permissions for different users, ensuring that only authorized personnel can access and process sensitive data.
Low Cost: No need for expensive hardware, low total cost of ownership.
Flowise does not require expensive hardware, resulting in a low total cost of ownership. This enables small and medium-sized enterprises to easily afford and benefit from intelligent process automation.
For example, a startup can use Flowise to build its business process automation system without needing to invest heavily in expensive hardware, reducing the company’s operational costs.