Not every feature needs an LLM. Use rules for clear, fixed logic that must be exactly right, machine learning for predictions from structured historical data, and LLMs for language and messy, varied content. This guide shows how to choose the right approach for each feature, how to combine all three, and which mistakes to avoid when building AI into your product.
