Integrating LLMs into Production Applications

Why AI Integration Matters

LLMs can transform user experiences — from intelligent search to automated workflows.

Architecture Considerations

1. Prompt engineering — Treat prompts as code; version and test them
2. Fallback strategies — Always have a non-AI path when APIs fail
3. Cost management — Cache responses and set token limits

Getting Started

Start with a single, high-value use case. Measure impact before expanding.