Consulting remains vital for understanding user needs and ensuring technology addresses real problems. Extracting valuable insights from unstructured data, like news and financial reports, is a complex challenge that starts with defining clear objectives. The process involves iterating and refining approaches, emphasizing the importance of creating labeled examples to guide the system's functionality.