Most AI integrations are just a chatbot bolted onto an existing product. Agents are different. They take a goal, break it into steps, use tools, and complete work without someone clicking through it manually. The hard part is not the LLM call. It is building a system that fails gracefully, stays auditable, and fits into how your team actually works.