Part 4/13:

Recent years saw rapid adoption of Large Language Models (LLMs), utilizing generative AI to automate specific tasks such as content creation or basic insights synthesis. While powerful, LLMs struggled with complex numerical reasoning, especially when handling the dynamic and multifaceted nature of digital marketing campaigns. Challenges included hallucinations—confidently generated but inaccurate information—and difficulties in performing complex multi-step reasoning needed for campaign optimization.