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Switch between any LLM provider — OpenAI, Anthropic, Google, and more — without changing your agent code.

Quick Start

1

Simple Usage

2

With Configuration

3

Switch Providers with One Line


How It Works


Supported Providers


Common Patterns

Agent with Tools

Structured Output

Multi-Agent Pipeline

Environment Variables


Best Practices

Always use "provider/model" strings ("openai/gpt-4o-mini") rather than provider-specific config objects. Switching providers is a one-line change.
Core PraisonAI bundles OpenAI support. For other providers install @ai-sdk/anthropic, @ai-sdk/google, etc. only when you use them.
For quick tasks use openai/gpt-4o-mini or google/gemini-2.0-flash. For complex reasoning use anthropic/claude-3-5-sonnet-latest or openai/gpt-4o. Mix providers across agents in multi-agent workflows.
Never hard-code API keys. Use environment variables (OPENAI_API_KEY, ANTHROPIC_API_KEY, etc.). For production deployments use a secrets manager.

Providers

Full provider reference and configuration

Structured Output

Type-safe JSON responses