Framing

  • Building an LLM evaluation framework is explicitly an investment: it costs time and money, so it needs a business justification. 0:01
  • When you build an AI product you are already investing — in cloud costs, infrastructure, and manpower — and you do it for a reason: to save money or to earn money. 0:16
  • Concrete example: an LLM support chatbot might be expected to cut support costs in half; evaluations are how you verify that this investment actually pays off. 0:16

The oversight analogy

  • Evaluations are compared to established oversight practices: safety testing for manufactured products, quality assurance for software, performance reviews for employees. 0:37
  • Core principle: "if you have an asset, you must invest in the oversight". 0:37

The four business reasons (roadmap of the video)

  1. Quality
  2. Safety
  3. Compliance
  4. Efficiency

0:37