Context Inspector: Measuring Context Quality Before the LLM Call

All examples in this article are synthetic — they illustrate engineering patterns only, not production or customer data. Most Gen AI evaluation focuses on the generated response: whether it is accurate, grounded, and safe. Those evaluations are essential, but they cannot detect problems that originate before the model generates a single token.