AI Integration for Web Applications

Introduction

Artificial Intelligence is a tool for modern web applications. This guide shows how to add AI capabilities using OpenAI and the AI SDK.

Getting Started

Install the necessary packages. npm install ai @ai-sdk/openai

Text Generation

Generating text is simple. Use the generateText function with your prompt.

Building a Chatbot

Creating an interactive chatbot involves streaming capabilities. The system provides fast responses.

Client Side Integration

The useChat hook provides a seamless experience for visitors.

Retrieval Augmented Generation

Applications requiring specific knowledge use RAG.

1. Embed the user query.
2. Search your vector database.
3. Generate the response using the context.

Best Practices

Error Handling

Implement robust error handling. Manage rate limits and invalid requests.

Cost Management

• Cache common responses.
• Use appropriate model sizes.
• Monitor usage patterns.

Conclusion

AI integration improves user experience. Start small and experiment with patterns. Expand capabilities as you learn.