Translations:FACTS About Building Retrieval Augmented Generation-based Chatbots/48/en

In summary, developing a hybrid and balanced LLM strategy is essential for managing costs and enabling innovation. This involves using smaller and customized LLMs to manage expenses while allowing responsible exploration with large LLMs via an LLM Gateway. It’s crucial to measure and monitor ROI by keeping track of LLM subscriptions and costs, as well as assessing Gen-AI feature usage and productivity enhancements. Ensuring the security of sensitive enterprise data in cloud-based LLM usage requires implementing guardrails to prevent data leakage and building an LLM Gateway for audits and legally permitted learning. Finally, be aware of the trade-offs between cost, accuracy, and latency, customizing smaller LLMs to match the accuracy of larger models while noting that large LLMs with long context lengths tend to have longer response time.