What Makes a Chatbot Intelligent?
Modern AI chatbots go beyond simple pattern matching. Build truly intelligent conversational experiences.
Conversation Memory
Maintain context across multiple turns of dialogue. Store and retrieve conversation history for personalized, coherent responses.
Function Calling
Enable your chatbot to execute actions, query databases, call APIs, and interact with external systems seamlessly.
Streaming Responses
Deliver real-time, token-by-token responses for a smooth, interactive user experience without waiting for complete generation.
Multi-modal Input
Accept text, images, audio, and documents. Build chatbots that understand and process various input formats.
Simple, Powerful API
Spring AI provides an elegant, declarative approach to building chatbots. Memory management, streaming, and tool integration are just a few lines of code away.
- Built-in conversation memory
- Reactive streaming support
- Easy advisor configuration
- Multiple LLM providers
@RestController
@RequestMapping("/api/chat")
public class ChatController {
private final ChatClient chatClient;
private final ChatMemory chatMemory;
public ChatController(ChatClient.Builder builder, ChatMemory chatMemory) {
this.chatClient = builder
.defaultSystem("You are a helpful customer support assistant.")
.defaultAdvisors(new MessageChatMemoryAdvisor(chatMemory))
.build();
this.chatMemory = chatMemory;
}
@PostMapping("/message")
public Flux<String> chat(@RequestBody ChatRequest request) {
return chatClient.prompt()
.user(request.getMessage())
.advisors(a -> a.param(CHAT_MEMORY_CONVERSATION_ID_KEY, request.getSessionId()))
.stream()
.content();
}
}Real-World Use Cases
Intelligent chatbots are transforming how businesses interact with customers and employees.
Step-by-Step Tutorials
From beginner to advanced, master chatbot development with our hands-on guides.
Building Your First Chatbot
Get started with Spring AI and create a simple conversational agent in 15 minutes.
Adding Memory to Chatbots
Implement conversation history and context management for multi-turn dialogues.
Function Calling Deep Dive
Enable your chatbot to execute tools, query APIs, and perform real-world actions.
RAG-Enhanced Chatbots
Combine chatbots with retrieval-augmented generation for accurate, grounded responses.
Technologies We Use
Spring AI
Official Spring integration for LLMs
OpenAI GPT-4
Powerful reasoning and generation
Ollama
Run LLMs locally for privacy
Vector Databases
Semantic search for context