Integrating LLMs into Enterprise Software: A Practical Guide

Integrating a large language model (LLM) into production enterprise software comes with unique challenges. Standard API wrappers are not enough. Developers must address latency, coordinate token usage costs, handle rate limits, and ensure data privacy.

Key Best Practices

Implement semantic caching to avoid duplicate queries, build routing layers to select the most cost-effective model, and secure customer data by anonymizing sensitive text before sending it to public APIs. These steps ensure a production-grade integration.