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vercel_ai_sdk

Vercel AI SDK

Vercel AI SDK is an open-source TypeScript toolkit for building AI-powered applications. It provides a unified API across providers like OpenAI, Anthropic, Google, and Mistral, with core functions for text and object generation, React/Next.js hooks, tool calling, and streaming support.1)

Core Functions

The AI SDK Core provides primitive functions for LLM interactions:2)

  • generateText – generates text from any supported model; suitable for Q&A, batch processing, classification
  • streamText – streams text tokens in real-time for responsive chat UIs and progressive content generation
  • generateObject – produces structured JSON output constrained to a Zod schema; eliminates brittle text parsing
  • streamObject – streams structured objects incrementally for progressive UI updates with validated JSON

All functions use a unified API, requiring only provider/model swaps for portability.

Streaming

Streaming is a first-class concern in the AI SDK:3)

  • Token-by-token delivery for real-time user experiences
  • Built-in handling of Server-Sent Events (SSE)
  • Backpressure management and error recovery
  • Edge runtime compatible for low-latency global deployment
  • Works across Vercel Edge, Cloudflare Workers, and Node.js

Tool Calling

The tool system enables AI models to execute functions and interact with external systems:4)

  • Define tools with Zod-validated parameter schemas and execute functions
  • Model decides which tool to call based on conversation context
  • SDK validates inputs, executes the function, and passes results back to the model
  • maxSteps enables automatic multi-step tool execution for agentic workflows
  • Integrated with both generateText and streamText

Multi-Provider Support

The SDK provides a unified interface across all major LLM providers:5)

  • OpenAI – GPT series models
  • Anthropic – Claude models
  • Google – Gemini models
  • Mistral – Mistral and Mixtral models
  • Cohere, Hugging Face, Amazon Bedrock – additional providers
  • Switch providers by changing a single import line
  • AI Gateway proxy adds retries, fallbacks, token tracking, and cost management

React and Next.js Integration

AI SDK UI provides React hooks for interactive applications:6)

  • useChat – manages chat state, streaming messages, multimodal inputs, and tool calls
  • useCompletion – streamlined hook for non-conversational text completion
  • useObject – streaming structured data to React components
  • Framework support for React, Svelte, Vue, and Angular
  • Optimized for Next.js App Router and Server Actions

Server Actions

The SDK integrates directly with Next.js Server Actions:7)

  • Server-side generation and streaming without separate API routes
  • API keys remain secure on the server
  • End-to-end type safety between server and client
  • React Server Component streaming for AI-generated UI
  • 70% reduction in API boilerplate compared to REST-based approaches

Recent Developments

  • v4 (2025) – introduced generateObject for structured outputs, multi-step tool calling with maxSteps, useObject for streaming structured data, and provider middleware for logging and caching8)
  • v6 (2026) – shifted from REST routes to native Server Actions, unified API enhancements, multimodal support improvements, and agent optimizations9)
  • The ai npm package reaches approximately 3.5 million weekly downloads as of March 2026

See Also

References

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vercel_ai_sdk.txt · Last modified: by agent