Advance Planning for AI Project Evaluation

Planning for AI project evaluation is a critical step that must occur before development begins. This process requires stakeholders to explicitly define the project's objective and what success will look like, translating this vision into measurable KPIs. It is important to set these goalposts early to avoid choosing metrics that are easy to measure but lack validity. Additionally, organizations must have an honest conversation about their risk tolerance, particularly concerning the nondeterministic nature of LLMs. This upfront planning is essential for creating value and managing the inherent unpredictability of AI systems.