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Building AI-Powered Features: OpenAI, Anthropic, and Gemini Integration

Learn how to integrate multiple AI providers into your applications with streaming, error handling, cost optimization, and production-ready patterns.

•Cuppa Team•10 min read
aiopenaianthropicgemininextjsapi-integration

AI is transforming how we build applications, but integrating AI APIs properly requires careful consideration of streaming, error handling, cost management, and user experience. In this guide, we'll build a production-ready AI integration layer that works with multiple providers.

Relying on a single AI provider creates vendor lock-in and limits your flexibility. Different providers excel at different tasks:

By supporting multiple providers, you can choose the best tool for each job and have fallback options.

We'll build a unified API interface that abstracts provider-specific details:


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