VSI system, an automatic generation platform for multimodal AI analysis applications, is built into a container or cloud platform to provide user orchestration customization and automatic generation for application solutions. It has powerful and efficient analysis capabilities and original cross model, cross hardware AI models and software generation methods.Based on AI machine learning ability, VSI has a unified low code no code framework. In any application environment, it can integrate visual, audio, text or industrial sensor data, arrange user analysis needs, automatically adapt AI software / Models / algorithms and hardware computing power, automatically generate AI analysis application system, so that machines and networks can obtain intelligence, AI can benefit all walks of life, and human beings can obtain insight.