Choosing the right AI tool to manage your workflow has a direct impact on development efficiency, system scalability, and long-term maintenance costs. When evaluating different frameworks, consider three key factors: whether it matches your team's skills, whether it can be smoothly connected to existing systems, and whether it has the core functionality required for your project. In short:

• n8n is good at building general-purpose visual workflows

• Flowise focuses on AI-driven conversational system development

• Bubble is for codeless web application creation

In addition to core functionality, you also need to evaluate the long-term development potential of the framework, including the activeness of the user community, the completeness of the technical documentation, and the frequency of updates and maintenance. It is important to choose carefully because the cost of updating the system later is high, and ideally you want to choose a solution that can continue to be applicable as the complexity of your business increases.

What are the main differences between these three platforms?

n8n is a general-purpose automation tool that is particularly suitable for connecting different systems. Its biggest advantage is that it has hundreds of ready-made connectors that can easily connect to CRM, databases, and various API services without writing complex code. Its intuitive node-based interface allows both technical and non-technical people to get started quickly.

Flowise is a development platform designed for AI applications, built on LangChain.js. It performs well in handling language model-related tasks and is particularly suitable for developing intelligent customer service, digital assistants, and knowledge management systems. Development teams can easily adjust conversation flows, optimize prompts, and manage contextual interactions.

Bubble adopts a completely different approach, mainly helping users create fully functional web applications by dragging and dropping. Although it also supports the integration of AI functions, it focuses more on interface design and basic business logic implementation, and is not as professional as the previous two in complex automation.

How to make a quick choice

• If you need to connect various business programs and realize cross-system automation, n8n is the best choice

• If the core requirement is to develop intelligent conversational applications based on large language models, Flowise is more suitable

• If you want to quickly build a web interface with AI functions and do not need complex background logic, Bubble will be the most convenient solution

Comparative analysis of the three major platforms of n8n, Flowise and Bubble

The choice of workflow automation tools directly affects the operational efficiency, system scalability and long-term maintenance costs of enterprises. The following is a detailed comparison of the three major platforms:

n8n (open source workflow automation platform)

Core features:

Visual node editor: connect 300+ pre-built applications and services through a drag-and-drop interface

Flexible deployment: support cloud/local/hybrid deployment mode

Code extension: support JavaScript custom functions to implement advanced logic

Data security: self-hosting options meet strict data privacy requirements

Typical application scenarios:

1. Cross-system data synchronization (CRM/ERP/database integration)

2. Marketing automation (customer journey design, lead cultivation)

3. IT operation and maintenance automation (monitoring alarm, incident response)

4. Code-free API orchestration (multi-service serial call)

Flowise (AI workflow dedicated platform)

Core features:

Visual LLM orchestration: built-in 100+ AI tools and API connectors

Dialogue system optimization: professional-level prompt engineering and context management

Multi-agent collaboration: support complex task decomposition and execution

Open source architecture: allows the development of custom node extension functions

Typical application scenarios:

1. Intelligent customer service system (RAG-based knowledge base question and answer)

2. Document automation processing (summary generation/key information extraction)

3. AI education assistant (interactive teaching of course content)

4. Rapid AI application prototype development

Bubble (code-free web development platform)

Core features:

Visual interface design: WYSIWYG page builder

Responsive layout: automatic adaptation to mobile/PC display

Basic automation: support simple business logic configuration

Application hosting: built-in deployment and hosting services

Typical application scenarios:

1. Enterprise portal website development

2. Simple CRM/OA system construction

3. Data visualization dashboard

4. Basic e-commerce platform

Selection suggestions:

1. Choose n8n when you need to:

Connect various business programs to achieve cross-system automation

Handle complex timed/triggered workflows

Taking into account code-free ease of use and code expansion capabilities

2. Choose Flowise when you need to:

Develop intelligent applications based on large language models

Quickly build conversational AI solutions

Finely control AI interaction logic and knowledge base

3. Choose Bubble when you need:

Quickly develop web applications with basic AI functions

Lightweight system with interface design as the main focus

Completely code-free solution

Notes

• Data-sensitive projects should give priority to n8n's self-hosting solution

• AI-intensive scenarios recommend the combination of Flowise+n8n

• Simple web applications can first use Bubble to quickly verify ideas

All three platforms provide free trial versions. It is recommended to make a final decision after conducting POC testing based on actual business needs.